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Edward Vytlacil

Citations

Many of the citations below have been collected in an experimental project, CitEc, where a more detailed citation analysis can be found. These are citations from works listed in RePEc that could be analyzed mechanically. So far, only a minority of all works could be analyzed. See under "Corrections" how you can help improve the citation analysis.

Blog mentions

As found by EconAcademics.org, the blog aggregator for Economics research:
  1. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 389-432, August.

    Mentioned in:

    1. Marrying ‘randomistas’ with ‘regressionistas’: A review of Ravallion’s review of Poor Economics
      by Berk Ozler in Development Impact on 2012-04-26 12:50:16
    2. GMM and its application outside finance
      by Chris Auld in ChrisAuld.com on 2013-10-22 00:55:38
    3. Causality and Econometrics
      by Liam Delaney in Geary Behaviour Centre on 2009-04-29 00:19:00
  2. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2010. "Estimating Marginal Returns to Education," NBER Working Papers 16474, National Bureau of Economic Research, Inc.

    Mentioned in:

    1. Estimating Marginal Returns to Education
      by maximorossi in NEP-LTV blog on 2010-11-05 16:43:52
    2. Marginal returns of education policies
      by Economic Logician in Economic Logic on 2010-11-16 21:03:00
  3. Pedro Carneiro & James Heckman & Edward Vytlacil, 2010. "Estimating marginal returns to education," CeMMAP working papers CWP29/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.

    Mentioned in:

    1. Estimating Marginal Returns to Education
      by maximorossi in NEP-LTV blog on 2010-11-05 16:43:52
    2. Marginal returns of education policies
      by Economic Logician in Economic Logic on 2010-11-16 21:03:00

Wikipedia or ReplicationWiki mentions

(Only mentions on Wikipedia that link back to a page on a RePEc service)
  1. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.

    Mentioned in:

    1. Estimating Marginal Returns to Education (AER 2011) in ReplicationWiki ()

Working papers

  1. Yuehao Bai & Shunzhuang Huang & Sarah Moon & Azeem Shaikh & Edward J. Vytlacil, 2024. "On the Identifying Power of Generalized Monotonicity for Average Treatment Effects," NBER Working Papers 32983, National Bureau of Economic Research, Inc.

    Cited by:

    1. Yuehao Bai & Shunzhuang Huang & Sarah Moon & Andres Santos & Azeem M. Shaikh & Edward J. Vytlacil, 2024. "Inference for Treatment Effects Conditional on Generalized Principal Strata using Instrumental Variables," Papers 2411.05220, arXiv.org.

  2. Sukjin Han & Edward J. Vytlacil, 2013. "Identification in a Generalization of Bivariate Probit Models with Endogenous Regressors," Department of Economics Working Papers 130908, The University of Texas at Austin, Department of Economics.

    Cited by:

    1. Zaccaria, Luana, 2023. "Are family and friends the wrong investors? Evidence from U.S. start-ups," Journal of Corporate Finance, Elsevier, vol. 79(C).
    2. Mourifié, Ismael & Méango, Romuald, 2014. "A note on the identification in two equations probit model with dummy endogenous regressor," Economics Letters, Elsevier, vol. 125(3), pages 360-363.
    3. Wheeler, Sarah Ann & Zuo, Alec, 2017. "The impact of drought and water scarcity on irrigator farm exit intentions in the Murray– Darling Basin," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 61(3), July.
    4. Sengupta, Reshmi & Rooj, Debasis, 2019. "The effect of health insurance on hospitalization: Identification of adverse selection, moral hazard and the vulnerable population in the Indian healthcare market," World Development, Elsevier, vol. 122(C), pages 110-129.

  3. Pedro Carneiro & James Heckman & Edward Vytlacil, 2010. "Estimating marginal returns to education," CeMMAP working papers CWP29/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.

    Cited by:

    1. Hollenbach, Johannes & Schmitz, Hendrik & Westphal, Matthias, 2024. "Gene-environment interactions with essential heterogeneity," Ruhr Economic Papers 1105, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    2. Ward, Shannon & Williams, J. & van Ours, Jan, 2015. "Bad Behavior : Delinquency, Arrest and Early School Leaving," Discussion Paper 2015-040, Tilburg University, Center for Economic Research.
    3. Dominik Sachs & Sebastian Findeisen, 2016. "Optimal Financial Aid Policies for Students," 2016 Meeting Papers 1421, Society for Economic Dynamics.
    4. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
    5. Kamhöfer, Daniel A. & Westphal, Matthias, 2017. "Fertility effects of college education: Evidence from the German educational expansion," Ruhr Economic Papers 717, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    6. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    7. Elizabeth M. Caucutt & Lance Lochner & Youngmin Park, 2015. "Correlation, Consumption, Confusion, or Constraints: Why do Poor Children Perform so Poorly?," NBER Working Papers 21023, National Bureau of Economic Research, Inc.
    8. Christina Felfe & Rafael Lalive, 2012. "Early Child Care and Child Development: For Whom it Works and Why," CESifo Working Paper Series 4043, CESifo.
    9. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    10. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    11. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    12. Peter Morrow & Michael Smart & Artur Swistak, 2019. "VAT Compliance, Trade, and Institutions," CESifo Working Paper Series 7780, CESifo.
    13. Barbara Boelmann, 2024. "Women's Missing Mobility and the Gender Gap in Higher Education: Evidence from Germany's University Expansion," CRC TR 224 Discussion Paper Series crctr224_2024_518, University of Bonn and University of Mannheim, Germany.
    14. Lance Lochner & Alexander Monge-Naranjo, 2011. "Credit Constraints in Education," NBER Working Papers 17435, National Bureau of Economic Research, Inc.
    15. Sasaki, Yuya & Ura, Takuya, 2023. "Estimation and inference for policy relevant treatment effects," Journal of Econometrics, Elsevier, vol. 234(2), pages 394-450.
    16. Matthias Westphal & Daniel A. Kamhöfer & Hendrik Schmitz, 2020. "Marginal College Wage Premiums under Selection into Employment," Working Papers CIE 133, Paderborn University, CIE Center for International Economics.
    17. Daniel A Kamhöfer & Hendrik Schmitz & Matthias Westphal, 2019. "Heterogeneity in Marginal Non-Monetary Returns to Higher Education," Journal of the European Economic Association, European Economic Association, vol. 17(1), pages 205-244.
    18. Sergio Salas, 2022. "A liquidity crunch in an endogenous growth model with human capital," Southern Economic Journal, John Wiley & Sons, vol. 88(3), pages 1199-1238, January.
    19. Baert, Stijn & Picchio, Matteo, 2020. "A Signal of (Train)ability? Grade Repetition and Hiring Chances," GLO Discussion Paper Series 598, Global Labor Organization (GLO).
    20. Rob J. M. Alessie & Viola Angelini & Jochen O. Mierau & Laura Viluma, 2020. "Moral hazard and selection for voluntary deductibles," Health Economics, John Wiley & Sons, Ltd., vol. 29(10), pages 1251-1269, October.
    21. Cerqua, Augusto & Urwin, Peter & Thomson, Dave & Bibby, David, 2020. "Evaluation of education and training impacts for the unemployed: Challenges of new data," Labour Economics, Elsevier, vol. 67(C).
    22. Peter A. Savelyev & Kegon T. K. Tan, 2019. "Socioemotional Skills, Education, and Health-Related Outcomes of High-Ability Individuals," American Journal of Health Economics, University of Chicago Press, vol. 5(2), pages 250-280, Spring.
    23. Bolt,U. & French, E. & Hentall MacCuish, J. & O'Dea, C., 2021. "The Intergenerational Elasticity of Earnings: Exploring the Mechanisms," Cambridge Working Papers in Economics 2171, Faculty of Economics, University of Cambridge.
    24. Cattaneo, Matias D & Jansson, Michael & Ma, Xinwei, 2019. "Two-Step Estimation and Inference with Possibly Many Included Covariates," University of California at San Diego, Economics Working Paper Series qt86c7x315, Department of Economics, UC San Diego.
    25. Hiroyuki Kasahara & Yawen Liang & Joel Rodrigue, 2013. "Does Importing Intermediates Increase the Demand for Skilled Workers? Plant-level Evidence from Indonesia," CESifo Working Paper Series 4463, CESifo.
    26. Dionissi Aliprantis, 2012. "Assessing the evidence on neighborhood effects from Moving to Opportunity," Working Papers (Old Series) 1122R, Federal Reserve Bank of Cleveland.
    27. Binelli, Chiara & Menezes-Filho, Naercio, 2019. "Why Brazil fell behind in college education?," Economics of Education Review, Elsevier, vol. 72(C), pages 80-106.
    28. George Abuchi Agwu & Oussama Ben Atta, 2021. "University proximity at teenage years and educational attainment," Working papers of Transitions Energétiques et Environnementales (TREE) hal-03492963, HAL.
    29. Lex Borghans & Ron Diris & Wendy Smits & Jannes de Vries, 2019. "The long-run effects of secondary school track assignment," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-29, October.
    30. Richard Blundell, 2016. "Coase Lecture—Human Capital, Inequality and Tax Reform: Recent Past and Future Prospects," Economica, London School of Economics and Political Science, vol. 83(330), pages 201-218, April.
    31. Bartalotti, Otávio & Kédagni, Désiré & Possebom, Vitor, 2023. "Identifying marginal treatment effects in the presence of sample selection," Journal of Econometrics, Elsevier, vol. 234(2), pages 565-584.
    32. Kristy Fan & Tyler J. Fisher & Andrew A. Samwick, 2021. "The Insurance Value of Financial Aid," NBER Working Papers 28669, National Bureau of Economic Research, Inc.
    33. Matias Cattaneo & Michael Jansson & Whitney K. Newey, 2017. "Inference in linear regression models with many covariates and heteroskedasticity," CeMMAP working papers CWP03/17, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    34. Thomas Carr & Toru Kitagawa, 2021. "Testing Instrument Validity with Covariates," Papers 2112.08092, arXiv.org, revised Sep 2023.
    35. Anna Wilding & Luke Munford & Matt Sutton, 2023. "Estimating the heterogeneous health and well‐being returns to social participation," Health Economics, John Wiley & Sons, Ltd., vol. 32(9), pages 1921-1940, September.
    36. Giuseppe Migali & Ian Walker, 2011. "Estimates of the causal effects of education on earnings over the lifecycle with cohort effects and endogenous education," Working Papers 2248796, Lancaster University Management School, Economics Department.
    37. Giesecke, Matthias & Schuss, Eric, 2019. "Heterogeneity in marginal returns to language training of immigrants," Ruhr Economic Papers 812, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    38. Wooyoung Kim & Koohyun Kwon & Soonwoo Kwon & Sokbae Lee, 2018. "The identification power of smoothness assumptions in models with counterfactual outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 617-642, July.
    39. Bhuller, Manudeep & Mogstad, Magne & Salvanes, Kjell G., 2014. "Life Cycle Earnings, Education Premiums and Internal Rates of Return," Discussion Paper Series in Economics 24/2014, Norwegian School of Economics, Department of Economics.
    40. Roberto Roson & Emanuela Ghignoni, 2023. "A Numerical Simulation of Educational Mismatch in the Italian Labor Market," Working Papers 2023: 15, Department of Economics, University of Venice "Ca' Foscari".
    41. Sokbae (Simon) Lee & Bernard Salanie, 2015. "Identifying effects of multivalued treatments," CeMMAP working papers 72/15, Institute for Fiscal Studies.
    42. Liran Einav & Amy Finkelstein & Stephen Ryan & Paul Schrimpf & Mark Cullen, 2011. "Selection on Moral Hazard in Health Insurance," Discussion Papers 10-027, Stanford Institute for Economic Policy Research.
    43. Lars J. Kirkebøen & Edwin Leuven & Magne Mogstad, 2015. "Field of study, earnings and self-selection," Discussion Papers 794, Statistics Norway, Research Department.
    44. Peter A. Savelyev, 2014. "Psychological Skills, Education, and Longevity of High-Ability Individuals," Vanderbilt University Department of Economics Working Papers 14-00007, Vanderbilt University Department of Economics.
    45. Cunha, Flavio & Heckman, James J. & Lochner, Lance John & Masterov, Dimitriy V., 2005. "Interpreting the Evidence on Life Cycle Skill Formation," IZA Discussion Papers 1675, Institute of Labor Economics (IZA).
    46. Akabayashi, Hideo & Ruberg, Tim & Shikishima, Chizuru & Yamashita, Jun, 2023. "Education-oriented and care-oriented preschools: Implications on child development," Labour Economics, Elsevier, vol. 84(C).
    47. Rojas, Eugenio & Sánchez, Rafael & Villena, Mauricio G., 2016. "Credit constraints in higher education in a context of unobserved heterogeneity," Economics of Education Review, Elsevier, vol. 52(C), pages 225-250.
    48. Robert A. Moffitt & Matthew V. Zahn, 2022. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," Papers 2202.03413, arXiv.org.
    49. Kyle Glenn, 2021. "Social Labor vs Human Capital: Competing Theories of Skills," Working Papers 2115, New School for Social Research, Department of Economics.
    50. Sönke Hendrik Matthewes & Guglielmo Ventura, 2022. "On Track to Success? Returns to vocational education against different alternatives," CVER Research Papers 038, Centre for Vocational Education Research.
    51. Vitor Possebom, 2019. "Sharp Bounds for the Marginal Treatment Effect with Sample Selection," Papers 1904.08522, arXiv.org.
    52. Riley K. Acton & Kalena Cortes & Lois Miller & Camila Morales, 2025. "Distance to Degrees: How College Proximity Shapes Students’ Enrollment Choices and Attainment Across Race-Ethnicity and Socioeconomic Status," NBER Working Papers 33337, National Bureau of Economic Research, Inc.
    53. Stefani Milovanska-Farrington & Stephen Farrington, 2023. "Compulsory education and fertility: evidence from Poland’s education reform in 1956," International Economics and Economic Policy, Springer, vol. 20(1), pages 139-161, February.
    54. Chong, Terence Tai Leung & Ka, Yiu Tung, 2019. "Forecasting Income Inequality with Demographic Projections," MPRA Paper 99160, University Library of Munich, Germany.
    55. Wolfram F. Richter & Kerstin Schneider, 2021. "Education: Optimal choice and efficient policy," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 54(2), pages 840-863, May.
    56. Marta Martínez-Matute & Ernesto Villanueva, 2023. "Task specialization and cognitive skills: evidence from PIAAC and IALS," Review of Economics of the Household, Springer, vol. 21(1), pages 59-93, March.
    57. Bernhard Eckwert & Itzhak Zilcha, 2020. "The role of colleges within the higher education sector," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 69(2), pages 315-336, March.
    58. Sang Yoon (Tim) Lee & Yongseok Shin & Donghoon Lee, 2015. "The Option Value of Human Capital: Higher Education and Wage Inequality," NBER Working Papers 21724, National Bureau of Economic Research, Inc.
    59. Rebecca Mary Myerson & Darius Lakdawalla & Lisandro D. Colantonio & Monika Safford & David Meltzer, 2018. "Effects of Expanding Health Screening on Treatment - What Should We Expect? What Can We Learn?," NBER Working Papers 24347, National Bureau of Economic Research, Inc.
    60. Riccardo Della Vecchia & Debabrota Basu, 2023. "Online Instrumental Variable Regression: Regret Analysis and Bandit Feedback," Working Papers hal-03831210, HAL.
    61. Yu‐Chang Chen & Haitian Xie, 2022. "Global Representation of the Conditional LATE Model: A Separability Result," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(4), pages 789-798, August.
    62. Laura Schmitz, 2022. "Heterogeneous Effects of After-School Care on Child Development," Discussion Papers of DIW Berlin 2006, DIW Berlin, German Institute for Economic Research.
    63. Töpfer, Marina, 2017. "Detailed RIF decomposition with selection: The gender pay gap in Italy," Hohenheim Discussion Papers in Business, Economics and Social Sciences 26-2017, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    64. Sequeira, Sandra & Spinnewijn, Johannes & Xu, Guo, 2016. "Rewarding schooling success and perceived returns to education: evidence from India," LSE Research Online Documents on Economics 68279, London School of Economics and Political Science, LSE Library.
    65. Mnasri, Mohamed & Dionne, Georges & Gueyie, Jean-Pierre, 2017. "The use of nonlinear hedging strategies by US oil producers: Motivations and implications," Energy Economics, Elsevier, vol. 63(C), pages 348-364.
    66. Ge, Suqin, 2013. "Estimating the returns to schooling: Implications from a dynamic discrete choice model," Labour Economics, Elsevier, vol. 20(C), pages 92-105.
    67. Gaurab Aryal & Manudeep Bhuller & Fabian Lange, 2021. "Signaling and Employer Learning with Instruments," Papers 2103.04123, arXiv.org, revised Oct 2021.
    68. Braccioli, Federica & Ghinetti, Paolo & Moriconi, Simone & Naguib, Costanza & Pellizzari, Michele, 2023. "Education expansion, college choice and labour market success," CEPR Discussion Papers 18712, C.E.P.R. Discussion Papers.
    69. Thomas Cornelissen & Christian Dustmann & Anna Christina Raute & Uta Schönberg, 2016. "From Late to MTE: Alternative Methods for the Evaluation of Policy Interventions," CESifo Working Paper Series 5987, CESifo.
    70. Hoshino, Tadao & Yanagi, Takahide, 2023. "Treatment effect models with strategic interaction in treatment decisions," Journal of Econometrics, Elsevier, vol. 236(2).
    71. Yao Amber Li & John Whalley & Shunming Zhang & Xiliang Zhao, 2012. "The Higher Educational Transformation of China and Its Global Implications," Palgrave Macmillan Books, in: Christine T. Ennew & David Greenaway (ed.), The Globalization of Higher Education, chapter 10, pages 135-162, Palgrave Macmillan.
    72. Amanda E. Kowalski, 2018. "Extrapolation using Selection and Moral Hazard Heterogeneity from within the Oregon Health Insurance Experiment," Cowles Foundation Discussion Papers 2135, Cowles Foundation for Research in Economics, Yale University.
    73. Dieter Verhaest & Stijn Baert, 2018. "The effects of workplace learning in higher education on employment and match quality: is there an early-career trade-off?," Empirical Economics, Springer, vol. 55(3), pages 1229-1270, November.
    74. Nguyen, Cuong Viet & Tran, Anh Ngoc, 2021. "The Long-Term Effect of FIFA World Cup on Gender Gap in Education and Employment: Evidence from Vietnam," GLO Discussion Paper Series 893, Global Labor Organization (GLO).
    75. Brant Abbott & Giovanni Gallipoli & Costas Meghir & Giovanni L. Violante, 2013. "Education Policy and Intergenerational Transfers in Equilibrium," NBER Working Papers 18782, National Bureau of Economic Research, Inc.
    76. Eric Schuss & Mohammed Azaouagh, 2021. "Combining parenthood and work: transmission channels and heterogeneous returns to early public childcare," Review of Economics of the Household, Springer, vol. 19(3), pages 641-676, September.
    77. Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2004. "Separating Uncertainty from Heterogeneity in Life Cycle Earnings," IZA Discussion Papers 1437, Institute of Labor Economics (IZA).
    78. Richey, Jeremiah & Rosburg, Alicia, 2015. "Decomposing economic mobility transition matrices," MPRA Paper 66485, University Library of Munich, Germany.
    79. Luis Fernando Gamboa & Paul Andrés Rodríguez-Lesmes, 2018. "Subjective Earnings and Academic Expectations of Tertiary Education in Colombia," Revista ESPE - Ensayos Sobre Política Económica, Banco de la República, vol. 36(86), pages 159-177, June.
    80. Bora Kim, 2020. "Analysis of Randomized Experiments with Network Interference and Noncompliance," Papers 2012.13710, arXiv.org.
    81. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    82. Goff, Leonard, 2024. "A vector monotonicity assumption for multiple instruments," Journal of Econometrics, Elsevier, vol. 241(1).
    83. Santiago Pereda Fernández, 2019. "Identification and estimation of triangular models with a binary treatment," Temi di discussione (Economic working papers) 1210, Bank of Italy, Economic Research and International Relations Area.
    84. Nadja van 't Hoff, 2023. "Identifying Causal Effects of Discrete, Ordered and ContinuousTreatments using Multiple Instrumental Variables," Papers 2311.17575, arXiv.org, revised Oct 2024.
    85. Francetic, I.N.;, 2022. "Selection on moral hazard in the Swiss market for mandatory health insurance: Empirical evidence from Swiss Household Panel data," Health, Econometrics and Data Group (HEDG) Working Papers 22/24, HEDG, c/o Department of Economics, University of York.
    86. Shoya Ishimaru, 2021. "Empirical Decomposition of the IV-OLS Gap with Heterogeneous and Nonlinear Effects," Papers 2101.04346, arXiv.org, revised Jun 2022.
    87. Rui Wang, 2023. "Point Identification of LATE with Two Imperfect Instruments," Papers 2303.13795, arXiv.org.
    88. Falch, Torberg & Lujala, Päivi & Strøm, Bjarne, 2013. "Geographical constraints and educational attainment," Regional Science and Urban Economics, Elsevier, vol. 43(1), pages 164-176.
    89. Daniel Kamhoefer & Matthias Westphal, 2017. "Fertility Effects of College Education: Evidence from the German Educational Expansion," CINCH Working Paper Series 1705, Universitaet Duisburg-Essen, Competent in Competition and Health.
    90. Mario Fiorini & Katrien Stevens, 2021. "Scrutinizing the Monotonicity Assumption in IV and fuzzy RD designs," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(6), pages 1475-1526, December.
    91. van Ours, Jan C. & Williams, Jenny, 2017. "Early Cannabis Use and School to Work Transition of Young Men," CEPR Discussion Papers 11770, C.E.P.R. Discussion Papers.
    92. Dolton, Peter & Sandi, Matteo, 2017. "Returning to returns: Revisiting the British education evidence," Labour Economics, Elsevier, vol. 48(C), pages 87-104.
    93. Doyle, William R. & Skinner, Benjamin T., 2016. "Estimating the education-earnings equation using geographic variation," Economics of Education Review, Elsevier, vol. 53(C), pages 254-267.
    94. De Groote, Olivier & Declercq, Koen, 2018. "Tracking and specialization of high schools: heterogeneous effects of school choice," TSE Working Papers 18-958, Toulouse School of Economics (TSE), revised Jun 2020.
    95. Sungwon Lee, 2021. "Partial Identification and Inference for Conditional Distributions of Treatment Effects," Papers 2108.00723, arXiv.org, revised Nov 2023.
    96. Manudeep Bhuller & Gordon B. Dahl & Katrine V. Løken & Magne Mogstad, 2016. "Incarceration, Recidivism and Employment," NBER Working Papers 22648, National Bureau of Economic Research, Inc.
    97. Michelle Petersen Rendall & Andrew Rendall, 2018. "Math Matters: Education Choices and Wage Inequality," 2018 Meeting Papers 654, Society for Economic Dynamics.
    98. Cilekoglu, Akin A. & Moreno, Rosina & Ramos, Raul, 2024. "The impact of robot adoption on global sourcing," Research Policy, Elsevier, vol. 53(3).
    99. McMahon, Walter W., 2018. "The total return to higher education: Is there underinvestment for economic growth and development?," The Quarterly Review of Economics and Finance, Elsevier, vol. 70(C), pages 90-111.
    100. Federica Braccioli & Paolo Ghinetti & Simone Moriconi & Constanza Naguib & Michelle Pellizzari, 2024. "Education Expansion, College Choice and Labour Market Success," Working Papers 1419, Barcelona School of Economics.
    101. Chaohua Dong & Jiti Gao & Oliver Linton, 2018. "High dimensional semiparametric moment restriction models," CeMMAP working papers CWP04/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    102. Richard Dorsett & Lucy Stokes, 2022. "Pre‐apprenticeship training for young people: Estimating the marginal and average treatment effects," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 185(1), pages 37-60, January.
    103. Victor Chernozhukov & Wooyoung Kim & Sokbae (Simon) Lee & Adam Rosen, 2013. "Implementing intersection bounds in Stata," CeMMAP working papers 38/13, Institute for Fiscal Studies.
    104. Felfe, Christina & Lalive, Rafael, 2018. "Does early child care affect children's development?," Journal of Public Economics, Elsevier, vol. 159(C), pages 33-53.
    105. Heckman, James J. & Masterov, Dimitriy V., 2004. "Skill Policies for Scotland," IZA Discussion Papers 1444, Institute of Labor Economics (IZA).
    106. Fasani, Francesco & Frattini, Tommaso & Pirot, Maxime, 2023. "From Refugees to Citizens: Labor Market Returns to Naturalization," CEPR Discussion Papers 18675, C.E.P.R. Discussion Papers.
    107. Andrea Otero-Cortés, 2022. "Heterogeneous Returns of Informality: Evidence From Brazil," Documentos de trabajo sobre Economía Regional y Urbana 310, Banco de la Republica de Colombia.
    108. Elad DeMalach, 2023. "Geographic Barriers to Education in Disadvantaged Communities: Evidence from High School Openings in Israeli Arab Localities," Bank of Israel Working Papers 2023.02, Bank of Israel.
    109. Jos'e Alfonso Mu~noz-Alvarado, 2023. "Power to the teens? A model of parents' and teens' collective labor supply," Papers 2307.09634, arXiv.org.
    110. Amanda E. Kowalski, 2016. "Doing More When You're Running LATE: Applying Marginal Treatment Effect Methods to Examine Treatment Effect Heterogeneity in Experiments," NBER Working Papers 22363, National Bureau of Economic Research, Inc.
    111. D'Haultfoeuille, Xavier & Maurel, Arnaud, 2009. "Inference on a Generalized Roy Model, with an Application to Schooling Decisions in France," IZA Discussion Papers 4606, Institute of Labor Economics (IZA).
    112. Bonfatti, Roberto & Ghatak, Maitreesh, 2013. "Trade and the allocation of talent with capital market imperfections," Journal of International Economics, Elsevier, vol. 89(1), pages 187-201.
    113. Rauh, Christopher, 2017. "Voting, education, and the Great Gatsby Curve," Journal of Public Economics, Elsevier, vol. 146(C), pages 1-14.
    114. Bicakova, Alena & Cortes, Matias & Mazza, Jacopo, 2023. "Make Your Own Luck: The Wage Gains from Starting College in a Bad Economy," IZA Discussion Papers 16087, Institute of Labor Economics (IZA).
    115. George Abuchi Agwu & Oussama Ben Atta, 2021. "University proximity at teenage years and educational attainment," Working Papers hal-03492963, HAL.
    116. Sloczynski, Tymon, 2021. "When Should We (Not) Interpret Linear IV Estimands as LATE?," IZA Discussion Papers 14349, Institute of Labor Economics (IZA).
    117. James J. Heckman & Stefano Mosso, 2014. "The Economics of Human Development and Social Mobility," Working Papers 2014-004, Human Capital and Economic Opportunity Working Group.
    118. Shannon Ward & Jenny Williams, 2015. "Does Juvenile Delinquency Reduce Educational Attainment?," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 12(4), pages 716-756, December.
    119. Elisa Gerten & Michael Beckmann & Elisa Gerten & Matthias Kräkel, 2022. "Information and Communication Technology, Hierarchy, and Job Design," ECONtribute Discussion Papers Series 189, University of Bonn and University of Cologne, Germany.
    120. Sung Jae Jun & Sokbae (Simon) Lee, 2022. "Identifying the effect of persuasion," CeMMAP working papers 24/22, Institute for Fiscal Studies.
    121. Tafti, Elena Ashtari, 2023. "Technology, Skills, and Performance: The Case of Robots in Surgery," CINCH Working Paper Series (since 2020) 78746, Duisburg-Essen University Library, DuEPublico.
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    254. Isabella Teotônio & Mariana Hecht & Luiz Claudio Castro & Lenora Gandolfi & Riccardo Pratesi & Eduardo Y. Nakano & Renata Puppin Zandonadi & Claudia B. Pratesi, 2020. "Repercussion of COVID-19 Pandemic on Brazilians’ Quality of Life: A Nationwide Cross-Sectional Study," IJERPH, MDPI, vol. 17(22), pages 1-11, November.
    255. Spanos, Yiannis E., 2021. "Exploring heterogeneous returns to collaborative R&D: A marginal treatment effects perspective," Research Policy, Elsevier, vol. 50(5).
    256. Wang, Xiaojun & Fleisher, Belton M. & Li, Haizheng & Li, Shi, 2007. "Access to Higher Education and Inequality: The Chinese Experiment," IZA Discussion Papers 2823, Institute of Labor Economics (IZA).
    257. David Glauser & Christoph Zangger & Rolf Becker, 2019. "The Signal and the Noise: The Impact of the Bologna Process on Swiss Graduates’ Monetary Returns to Higher Education," Social Inclusion, Cogitatio Press, vol. 7(3), pages 154-176.
    258. Michael P. Murray, 2014. "Teaching About Heterogeneous Response Models," The Journal of Economic Education, Taylor & Francis Journals, vol. 45(2), pages 110-120, June.
    259. Oussama Ben Atta, 2022. "University proximity at teenage years and educational attainment," French Stata Users' Group Meetings 2022 02, Stata Users Group.
    260. McNamara, Sarah, 2020. "Returns to higher education and dropouts: A double machine learning approach," ZEW Discussion Papers 20-084, ZEW - Leibniz Centre for European Economic Research.
    261. Töpfer, Marina, 2017. "Detailed RIF Decomposition with Selection - The Gender Pay Gap in Italy," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168422, Verein für Socialpolitik / German Economic Association.
    262. Péron, M.; & Dormont, B.;, 2018. "Heterogeneous moral hazard in Supplementary Health Insurance," Health, Econometrics and Data Group (HEDG) Working Papers 18/27, HEDG, c/o Department of Economics, University of York.
    263. James J. Heckman & Dimitriy V. Masterov, 2005. "Allander Series: Skill Policies for Scotland," NBER Working Papers 11032, National Bureau of Economic Research, Inc.
    264. Loreto Reyes & Jorge Rodríguez & Sergio S. Urzúa, 2013. "Heterogeneous Economic Returns to Postsecondary Degrees: Evidence from Chile," NBER Working Papers 18817, National Bureau of Economic Research, Inc.
    265. Gordon Abekah‐Nkrumah & Patrick Opoku Asuming & Hadrat Yusif, 2022. "The impact of an additional year in high school on academic performance at university: Evidence from a policy experiment in Ghana," Development Policy Review, Overseas Development Institute, vol. 40(6), November.
    266. Barbara Boelmann, 2024. "Women’s Missing Mobility and the Gender Gap in Higher Education: Evidence from Germany’s University Expansion," ECONtribute Discussion Papers Series 280, University of Bonn and University of Cologne, Germany.
    267. Sarr, Mare & Bezabih Ayele, Mintewab & Kimani, Mumbi E. & Ruhinduka, Remidius, 2021. "Who benefits from climate-friendly agriculture? The marginal returns to a rainfed system of rice intensification in Tanzania," World Development, Elsevier, vol. 138(C).
    268. McIntyre, Frank & Simkovic, Michael, 2018. "Are law degrees as valuable to minorities?," International Review of Law and Economics, Elsevier, vol. 53(C), pages 23-37.
    269. Elsayed, Ahmed & Shirshikova, Alina, 2023. "The women-empowering effect of higher education," Journal of Development Economics, Elsevier, vol. 163(C).

  4. Pedro Carneiro & James Heckman & Edward Vytlacil, 2009. "Evaluating marginal policy changes and the average effect of treatment for individuals at the margin," CeMMAP working papers CWP21/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.

    Cited by:

    1. Hiroaki Kaido, 2014. "Asymptotically efficient estimation of weighted average derivatives with an interval censored variable," CeMMAP working papers 03/14, Institute for Fiscal Studies.
    2. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
    3. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    4. Eric Gautier & Stefan Soderlein, 2011. "Estimating the Distribution of Treatment Effects," Working Papers 2011-25, Center for Research in Economics and Statistics.
    5. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    6. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    7. Karim Chalak & Halbert White, 2011. "Viewpoint: An extended class of instrumental variables for the estimation of causal effects," Canadian Journal of Economics, Canadian Economics Association, vol. 44(1), pages 1-51, February.
    8. Sasaki, Yuya & Ura, Takuya, 2023. "Estimation and inference for policy relevant treatment effects," Journal of Econometrics, Elsevier, vol. 234(2), pages 394-450.
    9. Daniel A Kamhöfer & Hendrik Schmitz & Matthias Westphal, 2019. "Heterogeneity in Marginal Non-Monetary Returns to Higher Education," Journal of the European Economic Association, European Economic Association, vol. 17(1), pages 205-244.
    10. Yingying Dong, 2011. "Jumpy or Kinky? Regression Discontinuity without the Discontinuity," Working Papers 111207, University of California-Irvine, Department of Economics.
    11. Hiroyuki Kasahara & Yawen Liang & Joel Rodrigue, 2013. "Does Importing Intermediates Increase the Demand for Skilled Workers? Plant-level Evidence from Indonesia," CESifo Working Paper Series 4463, CESifo.
    12. Schennach, Susanne & White, Halbert & Chalak, Karim, 2012. "Local indirect least squares and average marginal effects in nonseparable structural systems," Journal of Econometrics, Elsevier, vol. 166(2), pages 282-302.
    13. Mohamed Coulibaly & Yu-Chin Hsu & Ismael Mourifié & Yuanyuan Wan, 2024. "A Sharp Test for the Judge Leniency Design," NBER Working Papers 32456, National Bureau of Economic Research, Inc.
    14. Anna Wilding & Luke Munford & Matt Sutton, 2023. "Estimating the heterogeneous health and well‐being returns to social participation," Health Economics, John Wiley & Sons, Ltd., vol. 32(9), pages 1921-1940, September.
    15. Sokbae (Simon) Lee & Bernard Salanie, 2015. "Identifying effects of multivalued treatments," CeMMAP working papers 72/15, Institute for Fiscal Studies.
    16. Christoph Rothe, 2012. "Partial Distributional Policy Effects," Econometrica, Econometric Society, vol. 80(5), pages 2269-2301, September.
    17. Oliver Cassagneau-Francis, 2022. "Revisiting the Returns to Higher Education: Heterogeneity by Cognitive and Non-Cognitive Abilities," Working Papers hal-04067399, HAL.
    18. Rojas, Eugenio & Sánchez, Rafael & Villena, Mauricio G., 2016. "Credit constraints in higher education in a context of unobserved heterogeneity," Economics of Education Review, Elsevier, vol. 52(C), pages 225-250.
    19. Robert A. Moffitt & Matthew V. Zahn, 2022. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," Papers 2202.03413, arXiv.org.
    20. Morris M. Kleiner & Kyoung Won Park, 2010. "Battles Among Licensed Occupations: Analyzing Government Regulations on Labor Market Outcomes for Dentists and Hygienists," NBER Working Papers 16560, National Bureau of Economic Research, Inc.
    21. Natalia Radchenko & Paul Corral & Paul Winters, 2018. "Heterogeneity of commercialization gains in the rural economy," Agricultural Economics, International Association of Agricultural Economists, vol. 49(1), pages 131-143, January.
    22. Ge, Suqin, 2013. "Estimating the returns to schooling: Implications from a dynamic discrete choice model," Labour Economics, Elsevier, vol. 20(C), pages 92-105.
    23. Belskaya, Olga & Peter, Klara Sabirianova & Posso, Christian, 2014. "College Expansion and the Marginal Returns to Education: Evidence from Russia," IZA Discussion Papers 8735, Institute of Labor Economics (IZA).
    24. James J. Heckman, 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
    25. Costas Meghir & Steven Rivkin, 2010. "Econometric methods for research in education," IFS Working Papers W10/10, Institute for Fiscal Studies.
    26. Gregory Veramendi & John Eric Humphries & James J. Heckman, 2016. "Returns to Education: The Causal Effects of Education on Earnings, Health and Smoking," Working Papers id:10908, eSocialSciences.
    27. Julian Martinez-Iriarte & Yixiao Sun, 2020. "Identification and Estimation of Unconditional Policy Effects of an Endogenous Binary Treatment: An Unconditional MTE Approach," Papers 2010.15864, arXiv.org, revised Aug 2024.
    28. Acerenza, Santiago & Ban, Kyunghoon & Kedagni, Desire, 2021. "Marginal Treatment Effects with Misclassified Treatment," ISU General Staff Papers 202106180700001132, Iowa State University, Department of Economics.
    29. Belzil, Christian & Hansen, Jörgen & Kristensen, Nicolai, 2008. "Estimating Complementarity between Education and Training," IZA Discussion Papers 3882, Institute of Labor Economics (IZA).
    30. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    31. Shoya Ishimaru, 2021. "Empirical Decomposition of the IV-OLS Gap with Heterogeneous and Nonlinear Effects," Papers 2101.04346, arXiv.org, revised Jun 2022.
    32. Yingying DONG & Ying-Ying LEE & Michael GOU, 2019. "Regression Discontinuity Designs with a Continuous Treatment," Discussion papers 19058, Research Institute of Economy, Trade and Industry (RIETI).
    33. Alberto Galasso & Mark Schankerman & Carlos J. Serrano, 2011. "Trading and Enforcing Patent Rights," CEP Discussion Papers dp1072, Centre for Economic Performance, LSE.
    34. Eshaghnia, Sadegh S. M. & Heckman, James J., 2023. "Intergenerational Transmission of Inequality: Maternal Endowments, Investments, and Birth Outcomes," IZA Discussion Papers 16492, Institute of Labor Economics (IZA).
    35. Oliver Cassagneau-Francis & Robert Gary-Bobo & Julie Pernaudet & Jean-Marc Robin, 2022. "A Nonparametric Finite Mixture Approach to Difference-in-Difference Estimation, with an Application to On-the-job Training and Wages," SciencePo Working papers Main hal-03869547, HAL.
    36. Karim Chalak & Halbert White, 2007. "An Extended Class of Instrumental Variables for the Estimation of Causal Effects," Boston College Working Papers in Economics 692, Boston College Department of Economics, revised 30 Nov 2009.
    37. Nicholas Lawson, 2014. "Liquidity Constraints, Fiscal Externalities and Optimal Tuition Subsidies Optimal College Tuition Subsidies," AMSE Working Papers 1404, Aix-Marseille School of Economics, France, revised 18 Mar 2014.
    38. Dong, Yingying, 2010. "Jumpy or Kinky? Regression Discontinuity without the Discontinuity," MPRA Paper 25427, University Library of Munich, Germany.
    39. Kenneth Troske & Alexandru Voicu, 2013. "The effect of the timing and spacing of births on the level of labor market involvement of married women," Empirical Economics, Springer, vol. 45(1), pages 483-521, August.
    40. Nicholas Lawson, 2014. "Liquidity Constraints, Fiscal Externalities and Optimal Tuition Subsidies," Working Papers halshs-00964527, HAL.
    41. Yan Liu, 2022. "Policy Learning under Endogeneity Using Instrumental Variables," Papers 2206.09883, arXiv.org, revised Mar 2024.
    42. Mammen, Enno & Rothe, Christoph & Schienle, Melanie, 2010. "Nonparametric regression with nonparametrically generated covariates," SFB 649 Discussion Papers 2010-059, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    43. Kim Huynh & Robert Petrunia & Joel Rodrigue & Walter Steingress, 2023. "Exporting and Investment Under Credit Constraints," Staff Working Papers 23-10, Bank of Canada.
    44. Magne Mogstad & Alexander Torgovitsky & Christopher R. Walters, 2020. "Policy Evaluation with Multiple Instrumental Variables," NBER Working Papers 27546, National Bureau of Economic Research, Inc.
    45. James J. Heckman & John Eric Humphries & Sergio Urzua & Gregory Veramendi, 2010. "The effects of educational choices on labor market, health, and social outcomes," Working Papers 2011-002, Human Capital and Economic Opportunity Working Group.
    46. Badi H. Baltagi & Pallab K. Ghosh, 2019. "Partial Distributional Policy Effects Under Endogeneity," Sankhya B: The Indian Journal of Statistics, Springer;Indian Statistical Institute, vol. 81(1), pages 123-145, September.
    47. Susanne M. Schennach & Halbert White & Karim Chalak, 2007. "Estimating average marginal effects in nonseparable structural systems," CeMMAP working papers CWP31/07, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    48. Yuya Sasaki & Takuya Ura, 2020. "Welfare Analysis via Marginal Treatment Effects," Papers 2012.07624, arXiv.org.
    49. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    50. Jorge Rodríguez & Fernando Saltiel & Sergio Urzúa, 2022. "Dynamic treatment effects of job training," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(2), pages 242-269, March.
    51. Debopam Bhattacharya & Shin Kanaya & Margaret Stevens, 2012. "Are University Admissions Academically Fair?," Economics Series Working Papers 608, University of Oxford, Department of Economics.
    52. Songnian Chen & Shakeeb Khan & Xun Tang, 2022. "Endogeneity in Weakly Separable Models without Monotonicity," Papers 2208.05047, arXiv.org.
    53. Gautier, Eric & Hoderlein, Stefan, 2011. "A triangular treatment effect model with random coefficients in the selection equation," TSE Working Papers 15-598, Toulouse School of Economics (TSE), revised 25 Aug 2015.
    54. James Heckman & John Eric Humphries & Gregory Veramendi & Sergio Urzua, 2014. "Education, Health and Wages," Working Papers 2014-007, Human Capital and Economic Opportunity Working Group.
    55. Dionissi Aliprantis, 2013. "Covariates and causal effects: the problem of context," Working Papers (Old Series) 1310, Federal Reserve Bank of Cleveland.
    56. Julian Martinez-Iriarte & YiXiao Sun, 2022. "Identification and Estimation of Unconditional Policy Effects of an Endogenous Binary Treatment: an Unconditional MTE Approach," Working Papers 131, Red Nacional de Investigadores en Economía (RedNIE).
    57. Evan Munro & Xu Kuang & Stefan Wager, 2021. "Treatment Effects in Market Equilibrium," Papers 2109.11647, arXiv.org, revised Jun 2024.
    58. Yuya Sasaki & Takuya Ura, 2018. "Estimation and Inference for Policy Relevant Treatment Effects," Papers 1805.11503, arXiv.org, revised Jul 2020.
    59. Joo, Joonhwi & LaLonde, Robert J., 2014. "Testing for Selection Bias," IZA Discussion Papers 8455, Institute of Labor Economics (IZA).
    60. Jesse Bricker & Jeffrey P. Thompson, 2014. "Does education loan debt influence household financial distress? An assessment using the 2007-09 SCF Panel," Finance and Economics Discussion Series 2014-90, Board of Governors of the Federal Reserve System (U.S.).
    61. Yu-Chang Chen & Haitian Xie, 2022. "Personalized Subsidy Rules," Papers 2202.13545, arXiv.org, revised Mar 2022.
    62. Chen, Songnian & Khan, Shakeeb & Tang, Xun, 2024. "Endogeneity in weakly separable models without monotonicity," Journal of Econometrics, Elsevier, vol. 238(1).
    63. Lance Lochner & Enrico Moretti, 2011. "Estimating and Testing Models with Many Treatment Levels and Limited Instruments," NBER Working Papers 17039, National Bureau of Economic Research, Inc.
    64. Martínez-Iriarte, Julian & Sun, Yixiao, 2021. "Identification and Estimation of Unconditional Policy Effects of an Endogenous Binary Treatment: an Unconditional MTE Approach," University of California at San Diego, Economics Working Paper Series qt2bc57830, Department of Economics, UC San Diego.
    65. Shaibu Mellon Bedi & Carlo Azzarri & Bekele Hundie Kotu & Lukas Kornher & Joachim von Braun, 2022. "Scaling-up agricultural technologies: who should be targeted?," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 49(4), pages 857-875.
    66. Leonardo Fabio Morales & Christian Posso & Luz A. Flórez, 2021. "Heterogeneity in the Returns to Tertiary Education for the Disadvantage Youth: Quality vs. Quantity Analysis," Borradores de Economia 1150, Banco de la Republica de Colombia.
    67. Luther Yap, 2022. "Sensitivity of Policy Relevant Treatment Parameters to Violations of Monotonicity," Working Papers 655, Princeton University, Department of Economics, Industrial Relations Section..
    68. Biewen, Martin & (neé Tapalaga), Madalina Thiele, 2020. "Early tracking, academic vs. vocational training, and the value of ‘second-chance’ options," Labour Economics, Elsevier, vol. 66(C).
    69. Bedi, Shaibu Mellon & Azzarri, Carlo & Kotu, Bekele Hundi & Kornher, Lukas, 2021. "Scaling-up Agricultural Innovations: Who Should be Targeted?," 2021 Conference, August 17-31, 2021, Virtual 315267, International Association of Agricultural Economists.
    70. Lance Lochner & Enrico Moretti, 2011. "Estimating and Testing Non-Linear Models Using Instrumental Variables," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20112, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    71. Spanos, Yiannis E., 2021. "Exploring heterogeneous returns to collaborative R&D: A marginal treatment effects perspective," Research Policy, Elsevier, vol. 50(5).
    72. Yingying Dong & Arthur Lewbel, 2011. "Regression Discontinuity Marginal Threshold Treatment Effects," Working Papers 111205, University of California-Irvine, Department of Economics.
    73. Nobuyoshi Kikuchi, 2017. "Marginal Returns to Schooling and Education Policy Change in Japan," ISER Discussion Paper 0996r, Institute of Social and Economic Research, Osaka University, revised Oct 2017.
    74. Sarr, Mare & Bezabih Ayele, Mintewab & Kimani, Mumbi E. & Ruhinduka, Remidius, 2021. "Who benefits from climate-friendly agriculture? The marginal returns to a rainfed system of rice intensification in Tanzania," World Development, Elsevier, vol. 138(C).

  5. Jean-Pierre Florens & James J. Heckman & Costas Meghir & Edward J. Vytlacil, 2008. "Identification of Treatment Effects Using Control Functions in Models with Continuous, Endogenous Treatment and Heterogeneous Effects," NBER Working Papers 14002, National Bureau of Economic Research, Inc.

    Cited by:

    1. Senay Sokullu, 2012. "Nonparametric Estimation of Semiparametric Transformation Models," Bristol Economics Discussion Papers 12/625, School of Economics, University of Bristol, UK.
    2. Ying-Ying Lee, 2018. "Partial Mean Processes with Generated Regressors: Continuous Treatment Effects and Nonseparable Models," Papers 1811.00157, arXiv.org.
    3. Gauthier Tshiswaka-Kashalala & Steven F. Koch, 2015. "The Demand for Reproductive Health Care," Working Papers 533, Economic Research Southern Africa.
    4. Stefan Hoderlein & Yuya Sasaki, 2013. "Outcome Conditioned Treatment Effects," Boston College Working Papers in Economics 840, Boston College Department of Economics.
    5. Magne Mogstad & Alexander Torgovitsky, 2024. "Instrumental Variables with Unobserved Heterogeneity in Treatment Effects," RF Berlin - CReAM Discussion Paper Series 2430, Rockwool Foundation Berlin (RF Berlin) - Centre for Research and Analysis of Migration (CReAM).
    6. Yu-Chin Hsu & Ta-Cheng Huang & Haiqing Xu, 2018. "Testing for Unobserved Heterogeneous Treatment Effects with Observational Data," Papers 1803.07514, arXiv.org, revised Aug 2021.
    7. Victor Chernozhukov & Ivan Fernandez-Val & Whitney K. Newey & Sami Stouli & Francis Vella, 2017. "Semiparametric estimation of structural functions in nonseparable triangular models," CeMMAP working papers 48/17, Institute for Fiscal Studies.
    8. Fève, Frédérique & Florens, Jean-Pierre, 2014. "Non parametric analysis of panel data models with endogenous variables," Journal of Econometrics, Elsevier, vol. 181(2), pages 151-164.
    9. Jad Beyhum & Jean‐Pierre Florens & Ingrid Van Keilegom, 2023. "Discussion on “Instrumented difference‐in‐differences” by Ting Ye, Ashkan Ertefaie, James Flory, Sean Hennessy, and Dylan S. Small," Biometrics, The International Biometric Society, vol. 79(2), pages 582-586, June.
    10. Kyeongkuk Kim & Sang-Hyop Lee & Timothy J. Halliday, 2021. "Paid Childcare Leave, Fertility, and Female Labor Supply in South Korea," Working Papers 202104, University of Hawaii at Manoa, Department of Economics.
    11. Di Zeng & Jeffrey Alwang & George W. Norton & Bekele Shiferaw & Moti Jaleta & Chilot Yirga, 2015. "Ex post impacts of improved maize varieties on poverty in rural Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 46(4), pages 515-526, July.
    12. Marianne Simonsen & Lars Skipper & Niels Skipper, 2010. "Price Sensitivity of Demand for Prescription Drugs: Exploiting a Regression Kink Design," Economics Working Papers 2010-03, Department of Economics and Business Economics, Aarhus University.
    13. Sokbae (Simon) Lee & Bernard Salanie, 2015. "Identifying effects of multivalued treatments," CeMMAP working papers 72/15, Institute for Fiscal Studies.
    14. Fernandez-Val , Ivan & van Vuuren, Aico & Vella, Francis, 2018. "Nonseparable Sample Selection Models with Censored Selection Rules," Working Papers in Economics 716, University of Gothenburg, Department of Economics.
    15. Amit Gandhi & Jeremy T. Fox, 2009. "Identifying Heterogeneity in Economic Choice and Selection Models Using Mixtures," 2009 Meeting Papers 165, Society for Economic Dynamics.
    16. Michihito Ando, 2017. "How much should we trust regression-kink-design estimates?," Empirical Economics, Springer, vol. 53(3), pages 1287-1322, November.
    17. Kyyrä, Tomi & Pesola, Hanna, 2016. "The effects of UI benefits on unemployment and subsequent outcomes: Evidence from a kinked benefit rule," Working Papers 82, VATT Institute for Economic Research.
    18. Stefan Hoderlein & Hajo Holzmann & Alexander Meister, 2015. "The triangular model with random coefficients," CeMMAP working papers CWP33/15, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    19. Fabrice Gilles & Yannick L'Horty & Ferhat Mihoubi & Xi Yang, 2018. "Evaluating the impact of firm tax credits. Results from the French natural experiment CICE," Working Papers halshs-01878945, HAL.
    20. Xavier D'Haultfoeuille & Stefan Hoderlein & Yuya Sasaki, 2013. "Nonlinear Difference-in-Differences in Repeated Cross Sections with Continuous Treatments," Boston College Working Papers in Economics 839, Boston College Department of Economics.
    21. Jaime Bonet-Morón & Jhorland Ayala-García & Jorge Guerra-España, 2024. "Staying in Power: How Does Political Continuity Shape Debt," Documentos de trabajo sobre Economía Regional y Urbana 331, Banco de la Republica de Colombia.
    22. Bogaard, Hein & Svejnar, Jan, 2018. "Incentive pay and performance: Insider econometrics in a multi-unit firm," Labour Economics, Elsevier, vol. 54(C), pages 100-115.
    23. Costas Meghir & Steven Rivkin, 2010. "Econometric methods for research in education," IFS Working Papers W10/10, Institute for Fiscal Studies.
    24. Qingliang Fan & Zijian Guo & Ziwei Mei & Cun-Hui Zhang, 2023. "Inference for Nonlinear Endogenous Treatment Effects Accounting for High-Dimensional Covariate Complexity," Papers 2310.08063, arXiv.org, revised Jun 2024.
    25. Ming Li, 2021. "Identification and Estimation in a Time-Varying Endogenous Random Coefficient Panel Data Model," Papers 2110.00982, arXiv.org, revised Nov 2024.
    26. D’Haultfœuille, Xavier & Maurel, Arnaud, 2013. "Inference on an extended Roy model, with an application to schooling decisions in France," Journal of Econometrics, Elsevier, vol. 174(2), pages 95-106.
    27. Xiaohong Chen & Yin Jia Jeff Qiu, 2016. "Methods for Nonparametric and Semiparametric Regressions with Endogeneity: A Gentle Guide," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 259-290, October.
    28. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    29. Joseph J. Doyle, Jr. & John A. Graves & Jonathan Gruber & Samuel Kleiner, 2012. "Do High-Cost Hospitals Deliver Better Care? Evidence from Ambulance Referral Patterns," NBER Working Papers 17936, National Bureau of Economic Research, Inc.
    30. Yingying DONG & Ying-Ying LEE & Michael GOU, 2019. "Regression Discontinuity Designs with a Continuous Treatment," Discussion papers 19058, Research Institute of Economy, Trade and Industry (RIETI).
    31. Tadao Hoshino, 2021. "Estimating a Continuous Treatment Model with Spillovers: A Control Function Approach," Papers 2112.15114, arXiv.org, revised Jan 2023.
    32. Claudio Deiana & Andrea Geraci & Gianluca Mazzarella & Fabio Sabatini, 2021. "Can relief measures nudge compliance in a public health crisis? Evidence from a kinked fiscal policy rule," Working Papers in Public Economics 214, Department of Economics and Law, Sapienza University of Roma.
    33. Mello, Marco & Moscelli, Giuseppe, 2021. "Voting, Contagion and the Trade-Off between Public Health and Political Rights: Quasi-Experimental Evidence from the Italian 2020 Polls," IZA Discussion Papers 14658, Institute of Labor Economics (IZA).
    34. Card, David & Lee, David S. & Pei, Zhuan & Weber, Andrea, 2015. "Inference on Causal Effects in a Generalized Regression Kink Design," IZA Discussion Papers 8757, Institute of Labor Economics (IZA).
    35. Andrii Babii & Jean-Pierre Florens, 2017. "Are Unobservables Separable?," Papers 1705.01654, arXiv.org, revised Mar 2021.
    36. Chesher, Andrew, 2013. "Semiparametric Structural Models Of Binary Response: Shape Restrictions And Partial Identification," Econometric Theory, Cambridge University Press, vol. 29(2), pages 231-266, April.
    37. Lihua Lei & Emmanuel J. Candès, 2021. "Conformal inference of counterfactuals and individual treatment effects," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 83(5), pages 911-938, November.
    38. Brantly Callaway & Weige Huang, 2020. "Distributional Effects of a Continuous Treatment with an Application on Intergenerational Mobility," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(4), pages 808-842, August.
    39. Martin Petrick & Patrick Zier, 2011. "Regional employment impacts of Common Agricultural Policy measures in Eastern Germany: a difference‐in‐differences approach," Agricultural Economics, International Association of Agricultural Economists, vol. 42(2), pages 183-193, March.
    40. Alejo, Javier & Galvao, Antonio F. & Montes-Rojas, Gabriel, 2018. "Quantile continuous treatment effects," Econometrics and Statistics, Elsevier, vol. 8(C), pages 13-36.
    41. Arellano-Bover, Jaime, 2020. "Career Consequences of Firm Heterogeneity for Young Workers: First Job and Firm Size," IZA Discussion Papers 12969, Institute of Labor Economics (IZA).
    42. Zhuan Pei & David Card & David S. Lee & Andrea Weber, 2012. "Nonlinear Policy Rules and the Identification and Estimation of Causal Effects in a Generalized Regression Kink Design," Working Papers 60, Brandeis University, Department of Economics and International Business School.
    43. Pallab Ghosh & Kevin Grier & Jaeho Kim, 2021. "Heterogeneous endogeneity," Statistical Papers, Springer, vol. 62(2), pages 847-886, April.
    44. D'Haultfoeuille, Xavier & Maurel, Arnaud, 2009. "Inference on a Generalized Roy Model, with an Application to Schooling Decisions in France," IZA Discussion Papers 4606, Institute of Labor Economics (IZA).
    45. Whitney K. Newey & Sami Stouli, 2018. "Heterogenous coefficients, discrete instruments, and identification of treatment effects," CeMMAP working papers CWP66/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    46. Zier, Patrick, 2013. "Econometric impact assessment of the Common Agricultural Policy in East German agriculture," Studies on the Agricultural and Food Sector in Transition Economies, Leibniz Institute of Agricultural Development in Transition Economies (IAMO), volume 71, number 71, September.
    47. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2021. "Difference-in-Differences with a Continuous Treatment," Papers 2107.02637, arXiv.org, revised Jan 2024.
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    49. Matzkin, Rosa L., 2016. "On independence conditions in nonseparable models: Observable and unobservable instruments," Journal of Econometrics, Elsevier, vol. 191(2), pages 302-311.
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    84. Lu, Xun & White, Habert, 2015. "Testing For Treatment Dependence Of Effects Of A Continuous Treatment," Econometric Theory, Cambridge University Press, vol. 31(5), pages 1016-1053, October.
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    86. Alyssa Carlson, 2020. "Relaxing Conditional Independence in an Endogenous Binary Response Model," Working Papers 2008, Department of Economics, University of Missouri.
    87. Suqin Ge & João Macieira, 2024. "Unobserved Worker Quality and Inter‐Industry Wage Differentials," Journal of Industrial Economics, Wiley Blackwell, vol. 72(1), pages 459-515, March.
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    89. Joo, Joonhwi & LaLonde, Robert J., 2014. "Testing for Selection Bias," IZA Discussion Papers 8455, Institute of Labor Economics (IZA).
    90. Albuquerque, Rui & Lei, Zicheng & Rocholl, Jörg & Zhang, Chendi, 2020. "Citizens United vs. FEC and corporate political activism," Journal of Corporate Finance, Elsevier, vol. 60(C).
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    92. Rafael Becerril-Arreola, 2020. "Estimating Demand with Substitution and Intraline Price Spillovers," Manufacturing & Service Operations Management, INFORMS, vol. 22(3), pages 598-614, May.
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    98. Fernández-Val, Iván & van Vuuren, Aico & Vella, Francis, 2018. "Nonseparable Sample Selection Models with Censored Selection Rules: An Application to Wage Decompositions," IZA Discussion Papers 11294, Institute of Labor Economics (IZA).
    99. Amaresh K Tiwari, 2021. "A Control Function Approach to Estimate Panel Data Binary Response Model," Papers 2102.12927, arXiv.org, revised Sep 2021.
    100. Christophe Bruneel-Zupanc, 2023. "Don't (fully) exclude me, it's not necessary! Identification with semi-IVs," Papers 2303.12667, arXiv.org, revised Jul 2023.
    101. Lenihan, Helena, 2011. "Enterprise policy evaluation: Is there a 'new' way of doing it?," Evaluation and Program Planning, Elsevier, vol. 34(4), pages 323-332, November.
    102. Whitney K. Newey & Sami Stouli, 2018. "Identification of Treatment Effects under Limited Exogenous Variation," Papers 1811.09837, arXiv.org, revised Jan 2025.
    103. Feng, Junlong, 2024. "Matching points: Supplementing instruments with covariates in triangular models," Journal of Econometrics, Elsevier, vol. 238(1).
    104. Brantly Callaway & Weige Huang, 2018. "Intergenerational Income Mobility: Counterfactual Distributions with a Continuous Treatment," DETU Working Papers 1801, Department of Economics, Temple University.
    105. Rothe, Christoph, 2009. "Identification of Unconditional Partial Effects in Non Separable Models," TSE Working Papers 09-054, Toulouse School of Economics (TSE).
    106. Paula C. Pereda & Andrea Lucchesi, 2022. "Alternative frameworks for cost-effectiveness analysis of environmental policies in maritime transport," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 24(3), pages 630-650, September.
    107. Jun, Sung Jae, 2009. "Local structural quantile effects in a model with a nonseparable control variable," Journal of Econometrics, Elsevier, vol. 151(1), pages 82-97, July.
    108. Dionissi Aliprantis & Francisca G.-C. Richter, 2020. "Evidence of Neighborhood Effects from Moving to Opportunity: Lates of Neighborhood Quality," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 633-647, October.
    109. Ai, Chunrong & Linton, Oliver & Zhang, Zheng, 2022. "Estimation and inference for the counterfactual distribution and quantile functions in continuous treatment models," Journal of Econometrics, Elsevier, vol. 228(1), pages 39-61.
    110. Li, Haizheng & Liu, Qinyi & Su, Yan & Ederer, Peer, 2023. "Policy initiatives, self-sorting, and labor market effects of tertiary education for adult workers," Journal of Economic Behavior & Organization, Elsevier, vol. 209(C), pages 205-221.
    111. Yukitoshi Matsushita & Taisuke Otsu & Keisuke Takahata, 2022. "Estimating density ratio of marginals to joint: Applications to causal inference," STICERD - Econometrics Paper Series 619, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
    112. Sarrias, Mauricio, 2021. "A two recursive equation model to correct for endogeneity in latent class binary probit models," Journal of choice modelling, Elsevier, vol. 40(C).
    113. Zequn Jin & Lihua Lin & Zhengyu Zhang, 2022. "Identification and Auto-debiased Machine Learning for Outcome Conditioned Average Structural Derivatives," Papers 2211.07903, arXiv.org.
    114. Rothe, Christoph, 2010. "Identification of unconditional partial effects in nonseparable models," Economics Letters, Elsevier, vol. 109(3), pages 171-174, December.
    115. Peter Ganong & Simon Jäger, 2018. "A Permutation Test for the Regression Kink Design," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(522), pages 494-504, April.
    116. Rahul Singh & Liyuan Xu & Arthur Gretton, 2020. "Kernel Methods for Causal Functions: Dose, Heterogeneous, and Incremental Response Curves," Papers 2010.04855, arXiv.org, revised Oct 2022.
    117. Escanciano, Juan Carlos, 2023. "Irregular identification of structural models with nonparametric unobserved heterogeneity," Journal of Econometrics, Elsevier, vol. 234(1), pages 106-127.
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    122. Hubner, Stefan, 2023. "Identification of unobserved distribution factors and preferences in the collective household model," Journal of Econometrics, Elsevier, vol. 234(1), pages 301-326.
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  6. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute of Labor Economics (IZA).

    Cited by:

    1. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    2. Joseph G. Altonji & Ling Zhong, 2021. "The Labor Market Returns to Advanced Degrees," Journal of Labor Economics, University of Chicago Press, vol. 39(2), pages 303-360.
    3. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    4. Sokbae (Simon) Lee & Bernard Salanie, 2015. "Identifying effects of multivalued treatments," CeMMAP working papers 72/15, Institute for Fiscal Studies.
    5. Manudeep Bhuller & Henrik Sigstad, 2022. "2SLS with Multiple Treatments," Papers 2205.07836, arXiv.org, revised May 2024.
    6. Heckman, James J. & Pinto, Rodrigo, 2023. "Econometric Causality: The Central Role of Thought Experiments," IZA Discussion Papers 16646, Institute of Labor Economics (IZA).
    7. James J. Heckman & Rodrigo Pinto, 2022. "Causality and Econometrics," NBER Working Papers 29787, National Bureau of Economic Research, Inc.
    8. Mario Fiorini & Katrien Stevens, 2021. "Scrutinizing the Monotonicity Assumption in IV and fuzzy RD designs," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(6), pages 1475-1526, December.
    9. Fernando Saltiel, 2023. "Multi-Dimensional Skills and Gender Differences in Stem Majors," The Economic Journal, Royal Economic Society, vol. 133(651), pages 1217-1247.
    10. Gandil, Mikkel Høst, 2021. "Substitution Effects in College Admissions," Memorandum 3/2021, Oslo University, Department of Economics.
    11. Andrew Chesher & Adam M. Rosen, 2021. "Counterfactual Worlds," Annals of Economics and Statistics, GENES, issue 142, pages 311-335.
    12. Kamat, Vishal, 2019. "Identification with Latent Choice Sets," TSE Working Papers 19-1031, Toulouse School of Economics (TSE).
    13. Kline, Patrick & Walters, Christopher, 2014. "Evaluating Public Programs with Close Substitutes: The Case of Head Start," Institute for Research on Labor and Employment, Working Paper Series qt43s9211b, Institute of Industrial Relations, UC Berkeley.
    14. Carta, Francesca & Rizzica, Lucia, 2018. "Early kindergarten, maternal labor supply and children's outcomes: Evidence from Italy," Journal of Public Economics, Elsevier, vol. 158(C), pages 79-102.
    15. Vishal Kamat, 2017. "Identifying the Effects of a Program Offer with an Application to Head Start," Papers 1711.02048, arXiv.org, revised Aug 2023.
    16. Nibbering, Didier & Oosterveen, Matthijs & Silva, Pedro Luís, 2022. "Clustered Local Average Treatment Effects: Fields of Study and Academic Student Progress," IZA Discussion Papers 15159, Institute of Labor Economics (IZA).
    17. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2017. "The Non-Market Benefits of Education and Ability," IZA Discussion Papers 11047, Institute of Labor Economics (IZA).
    18. Magne Mogstad & Alexander Torgovitsky & Christopher R. Walters, 2020. "Policy Evaluation with Multiple Instrumental Variables," NBER Working Papers 27546, National Bureau of Economic Research, Inc.
    19. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    20. Kamat, Vishal, 2024. "Identifying the effects of a program offer with an application to Head Start," Journal of Econometrics, Elsevier, vol. 240(1).
    21. Fitzenberger, Bernd & Furdas, Marina & Sajons, Christoph, 2017. "End-of-Year Spending and the Long-Run Employment: Effects of Training Programs for the Unemployed," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168310, Verein für Socialpolitik / German Economic Association.
    22. Vishal Kamat & Samuel Norris & Matthew Pecenco, 2023. "Identification in Multiple Treatment Models under Discrete Variation," Papers 2307.06174, arXiv.org.
    23. Feng, Junlong, 2024. "Matching points: Supplementing instruments with covariates in triangular models," Journal of Econometrics, Elsevier, vol. 238(1).
    24. Sun, Zhenting, 2023. "Instrument validity for heterogeneous causal effects," Journal of Econometrics, Elsevier, vol. 237(2).
    25. Aniket A. Kawatkar & Joel W. Hay & William Stohl & Michael B. Nichol, 2013. "Incremental Expenditure Of Biologic Disease Modifying Antirheumatic Treatment Using Instrumental Variables In Panel Data," Health Economics, John Wiley & Sons, Ltd., vol. 22(7), pages 807-823, July.

  7. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute of Labor Economics (IZA).

    Cited by:

    1. Justine S. Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2014. "Are Some Degrees Worth More than Others? Evidence from College Admission Cutoffs in Chile," Working Papers 2014-5, Princeton University. Economics Department..
    2. Hollenbach, Johannes & Schmitz, Hendrik & Westphal, Matthias, 2024. "Gene-environment interactions with essential heterogeneity," Ruhr Economic Papers 1105, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    3. James J. Heckman & Petra E. Todd, 2009. "A note on adapting propensity score matching and selection models to choice based samples," Econometrics Journal, Royal Economic Society, vol. 12(s1), pages 230-234, January.
    4. Dionissi Aliprantis, 2014. "When Should Children Start School?," Journal of Human Capital, University of Chicago Press, vol. 8(4), pages 481-536.
    5. Francesco Polese & Sergio Barile & Francesco Caputo & Luca Carrubbo & Leonard Waletzky, 2018. "Determinants for Value Cocreation and Collaborative Paths in Complex Service Systems: A Focus on (Smart) Cities," Service Science, INFORMS, vol. 10(4), pages 397-407, December.
    6. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
    7. Heckman, James J., 2010. "The Assumptions Underlying Evaluation Estimators," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 30(2), December.
    8. Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2007. "The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds," IZA Discussion Papers 2940, Institute of Labor Economics (IZA).
    9. Jeremiah Harris & Ralph Siebert, 2015. "Driven by the Discount Factor: Impact of Mergers on Market Performance in the Semiconductor Industry," CESifo Working Paper Series 5199, CESifo.
    10. Trine Filges & Mette Verner & Else Ladekjær & Elizabeth Bengtsen, 2024. "Participation in organised sport to improve and prevent adverse developmental trajectories of at‐risk youth: A systematic review," Campbell Systematic Reviews, John Wiley & Sons, vol. 20(1), March.
    11. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    12. Dong, Lei & Du, Rui & Kahn, Matthew & Ratti, Carlo & Zheng, Siqi, 2021. "“Ghost cities” versus boom towns: Do China's high-speed rail new towns thrive?," Regional Science and Urban Economics, Elsevier, vol. 89(C).
    13. Gauthier Tshiswaka-Kashalala & Steven F. Koch, 2015. "The Demand for Reproductive Health Care," Working Papers 533, Economic Research Southern Africa.
    14. M. Grazia Pittau & Shlomo Yitzhaki & Roberto Zelli, 2013. "The make-up of a regression coefficient: gender gaps in the European labor market," DSS Empirical Economics and Econometrics Working Papers Series 2013/4, Centre for Empirical Economics and Econometrics, Department of Statistics, "Sapienza" University of Rome.
    15. Black, Dan A. & Joo, Joonhwi & LaLonde, Robert & Smith, Jeffrey A. & Taylor, Evan J., 2022. "Simple Tests for Selection: Learning More from Instrumental Variables," Labour Economics, Elsevier, vol. 79(C).
    16. Tarek Azzam & Michael Bates & David Fairris, 2020. "Do Learning Communities Increase First Year College Retention? Testing Sample Selection and External Validity of Randomized Control Trials," Working Papers 202022, University of California at Riverside, Department of Economics, revised Jul 2020.
    17. Cunha, Flavio & Heckman, James J., 2007. "Identifying and Estimating the Distributions of Ex Post and Ex Ante Returns to Schooling," Labour Economics, Elsevier, vol. 14(6), pages 870-893, December.
    18. Yu-Chin Hsu & Ta-Cheng Huang & Haiqing Xu, 2018. "Testing for Unobserved Heterogeneous Treatment Effects with Observational Data," Papers 1803.07514, arXiv.org, revised Aug 2021.
    19. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    20. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    21. Martin Ravallion, 2022. "On the Gains from Tradable Benefits‐in‐kind: Evidence for Workfare in India," Economica, London School of Economics and Political Science, vol. 89(355), pages 770-787, July.
    22. Filomena, Mattia & Giorgetti, Isabella & Picchio, Matteo, 2022. "Off to a bad start: youth nonemployment and labor market outcomes later in life," GLO Discussion Paper Series 1116, Global Labor Organization (GLO).
    23. Karim Chalak & Halbert White, 2011. "Viewpoint: An extended class of instrumental variables for the estimation of causal effects," Canadian Journal of Economics, Canadian Economics Association, vol. 44(1), pages 1-51, February.
    24. Liang, Jing & Qiu, Yueming & James, Timothy & Ruddell, Benjamin L. & Dalrymple, Michael & Earl, Stevan & Castelazo, Alex, 2018. "Do energy retrofits work? Evidence from commercial and residential buildings in Phoenix," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 726-743.
    25. Chris Ifediora & Karen Trimmer & Adewuyi Ayodele Adeyinka & Etomike Obianyo, 2024. "Qualitative insights into a scholarship scheme designed to optimise test scores and expedite SDG-4 actualisation in Nigeria," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-15, December.
    26. Timothy Tyler Brown & Erin Dela Cruz & Stephen Scott Brown, 2011. "The effect of dental care on cardiovascular disease outcomes: an application of instrumental variables in the presence of heterogeneity and self‐selection," Health Economics, John Wiley & Sons, Ltd., vol. 20(10), pages 1241-1256, October.
    27. Sergio, Urzúa, 2012. "La rentabilidad de la educación superior en Chile: revisión de las bases de 30 años de políticas públicas," Estudios Públicos, Centro de Estudios Públicos, vol. 0(125), pages 2-52.
    28. Puga, Diego & Overman, Henry & , & Turner, Matthew, 2007. "Fat City: Questioning the Relationship Between Urban Sprawl and Obesity," CEPR Discussion Papers 6191, C.E.P.R. Discussion Papers.
    29. Sianesi, Barbara, 2017. "Evidence of randomisation bias in a large-scale social experiment: The case of ERA," Journal of Econometrics, Elsevier, vol. 198(1), pages 41-64.
    30. Tannistra Banerjee & Stephen Martin, 2015. "Pharmaceutical Regulation and Innovative Performance: A Decision‐theoretic Model," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 36(3), pages 177-190, April.
    31. Lorenzo Almada & Ian McCarthy & Rusty Tchernis, 2016. "What Can We Learn about the Effects of Food Stamps on Obesity in the Presence of Misreporting?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 98(4), pages 997-1017.
    32. Banerjee, Soumendra Nath & Roy, Jayjit & Yasar, Mahmut, 2021. "Exporting and pollution abatement expenditure: Evidence from firm-level data," Journal of Environmental Economics and Management, Elsevier, vol. 105(C).
    33. Mahfuz Kabir, "undated". "Valuation of Subsoil Minerals: Application of SEEA for Bangladesh," Working papers 120, The South Asian Network for Development and Environmental Economics.
    34. Nocito, Samuel, 2021. "The effect of a university degree in english on international labor mobility," Labour Economics, Elsevier, vol. 68(C).
    35. Julio Cáceres-Delpiano & Eugenio P. Giolito, 2022. "Minimum Age Requirements and the role of the School Choice Set," CEMA Working Papers: Serie Documentos de Trabajo. 830, Universidad del CEMA.
    36. Daniel A Kamhöfer & Hendrik Schmitz & Matthias Westphal, 2019. "Heterogeneity in Marginal Non-Monetary Returns to Higher Education," Journal of the European Economic Association, European Economic Association, vol. 17(1), pages 205-244.
    37. Eric French & Jae Song, 2014. "The Effect of Disability Insurance Receipt on Labor Supply," American Economic Journal: Economic Policy, American Economic Association, vol. 6(2), pages 291-337, May.
    38. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," NBER Working Papers 12006, National Bureau of Economic Research, Inc.
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    2. Koch, Steven & Alaba, Olufunke, 2010. "On health insurance and household decisions: A treatment effect analysis," Social Science & Medicine, Elsevier, vol. 70(2), pages 175-182, January.
    3. Alexander Klein & Guy Tchuente, 2024. "Spatial differencing for sample selection models with ‘site-specific’ unobserved local effects," The Econometrics Journal, Royal Economic Society, vol. 27(2), pages 235-257.
    4. Sokbae Lee & Ryo Okui & Yoon†Jae Whang, 2017. "Doubly robust uniform confidence band for the conditional average treatment effect function," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(7), pages 1207-1225, November.
    5. Dionissi Aliprantis, 2014. "When Should Children Start School?," Journal of Human Capital, University of Chicago Press, vol. 8(4), pages 481-536.
    6. Romuald Meango & Esther Mirjam Girsberger, 2023. "Identification of Ex ante Returns Using Elicited Choice Probabilities: an Application to Preferences for Public-sector Jobs," Papers 2303.03009, arXiv.org, revised Jun 2024.
    7. David Arnold & Will Dobbie & Peter Hull, 2022. "Measuring Racial Discrimination in Bail Decisions," American Economic Review, American Economic Association, vol. 112(9), pages 2992-3038, September.
    8. Shikuku, Kelvin Mashisia & Okello, Julius Juma & Wambugu, Stella & Sindi, Kirimi & Low, Jan W. & McEwan, Margaret, 2019. "Nutrition and food security impacts of quality seeds of biofortified orange-fleshed sweetpotato: Quasi-experimental evidence from Tanzania," World Development, Elsevier, vol. 124(C), pages 1-1.
    9. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
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    Cited by:

    1. Patrick Kline & Andres Santos, 2013. "Sensitivity to missing data assumptions: Theory and an evaluation of the U.S. wage structure," Quantitative Economics, Econometric Society, vol. 4(2), pages 231-267, July.
    2. Ismael Mourifie & Marc Henry & Romuald Meango, 2017. "Sharp bounds and testability of a Roy model of STEM major choices," Papers 1709.09284, arXiv.org, revised Nov 2019.
    3. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    4. Alfred Galichon & Marc Henry, 2021. "Inference in Incomplete Models," Papers 2102.12257, arXiv.org.
    5. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits – Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020, September.
    6. Stefan Boes, 2009. "Bounds on Counterfactual Distributions Under Semi-Monotonicity Constraints," SOI - Working Papers 0920, Socioeconomic Institute - University of Zurich.
    7. Amit Gandhi & Jeremy T. Fox, 2009. "Identifying Heterogeneity in Economic Choice and Selection Models Using Mixtures," 2009 Meeting Papers 165, Society for Economic Dynamics.
    8. Stefan Boes, 2007. "Nonparametric Analysis of Treatment Effects in Ordered Response Models," SOI - Working Papers 0709, Socioeconomic Institute - University of Zurich.
    9. Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2004. "Separating Uncertainty from Heterogeneity in Life Cycle Earnings," IZA Discussion Papers 1437, Institute of Labor Economics (IZA).
    10. Machado, Cecilia & Shaikh, Azeem M. & Vytlacil, Edward J., 2019. "Instrumental variables and the sign of the average treatment effect," Journal of Econometrics, Elsevier, vol. 212(2), pages 522-555.
    11. Steven T. Berry & Philip A. Haile, 2009. "Identification of a Heterogeneous Generalized Regression Model with Group Effects," Cowles Foundation Discussion Papers 1732, Cowles Foundation for Research in Economics, Yale University.
    12. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    13. Edward Vytlacil, 2006. "A Note on Additive Separability and Latent Index Models of Binary Choice: Representation Results," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 515-518, August.
    14. Chiburis, Richard C., 2010. "Semiparametric bounds on treatment effects," Journal of Econometrics, Elsevier, vol. 159(2), pages 267-275, December.
    15. Shaikh, Azeem M. & Vytlacil, Edward, 2008. "Endogenous binary choice models with median restrictions: A comment," Economics Letters, Elsevier, vol. 98(1), pages 23-28, January.
    16. Lucie Schmidt & Purvi Sevak, 2013. "How do Immigrants Fare in Retirement," Department of Economics Working Papers 2012-07, Department of Economics, Williams College.
    17. Anders Forslund & Oskar Nordström Stans, 2006. "Swedish Youth Labour Market Policies Revisited," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 75(3), pages 168-185.
    18. Stefan Boes, 2009. "Partial Identification of Discrete Counterfactual Distributions with Sequential Update of Information," SOI - Working Papers 0918, Socioeconomic Institute - University of Zurich.
    19. Casey Quinn, 2005. "Generalisable regression methods for costeffectiveness using copulas," Health, Econometrics and Data Group (HEDG) Working Papers 05/13, HEDG, c/o Department of Economics, University of York.

  10. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.

    Cited by:

    1. Ismael Mourifié & Yuanyuan Wan, 2017. "Testing Local Average Treatment Effect Assumptions," The Review of Economics and Statistics, MIT Press, vol. 99(2), pages 305-313, May.
    2. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits – Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020, September.
    3. Francesca Molinari, 2020. "Microeconometrics with Partial Identification," Papers 2004.11751, arXiv.org.
    4. Laurent Gobillon & Carine Milcent, 2016. "Evaluating the Effect of Ownership Status on Hospital Quality: The Key Role of Innovative Procedures," PSE-Ecole d'économie de Paris (Postprint) halshs-01509624, HAL.
    5. John A. List & Azeem M. Shaikh & Yang Xu, 2019. "Multiple hypothesis testing in experimental economics," Experimental Economics, Springer;Economic Science Association, vol. 22(4), pages 773-793, December.
    6. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    7. Yuehao Bai & Azeem M. Shaikh & Max Tabord-Meehan, 2024. "A Primer on the Analysis of Randomized Experiments and a Survey of some Recent Advances," Papers 2405.03910, arXiv.org.
    8. Sung Jae Jun & Sokbae Lee, 2020. "Causal Inference under Outcome-Based Sampling with Monotonicity Assumptions," Papers 2004.08318, arXiv.org, revised Oct 2023.
    9. Blanco, German & Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2018. "Bounds on Average and Quantile Treatment Effects on Duration Outcomes under Censoring, Selection, and Noncompliance," GLO Discussion Paper Series 288, Global Labor Organization (GLO).
    10. Yuehao Bai & Shunzhuang Huang & Sarah Moon & Andres Santos & Azeem M. Shaikh & Edward J. Vytlacil, 2024. "Inference for Treatment Effects Conditional on Generalized Principal Strata using Instrumental Variables," Papers 2411.05220, arXiv.org.
    11. Ban, Kyunghoon & Kedagni, Desire, 2020. "Nonparametric Bounds on Treatment Effects with Imperfect Instruments," ISU General Staff Papers 202010120700001113, Iowa State University, Department of Economics.
    12. Ity Shurtz & Alon Eizenberg & Adi Alkalay & Amnon Lahad, 2022. "Physician workload and treatment choice: the case of primary care," RAND Journal of Economics, RAND Corporation, vol. 53(4), pages 763-791, December.
    13. Francesca Molinari, 2019. "Econometrics with Partial Identification," CeMMAP working papers CWP25/19, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    14. Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2015. "Going Beyond LATE: Bounding Average Treatment Effects of Job Corps Training," IZA Discussion Papers 9511, Institute of Labor Economics (IZA).
    15. Machado, Cecilia & Shaikh, Azeem M. & Vytlacil, Edward J., 2019. "Instrumental variables and the sign of the average treatment effect," Journal of Econometrics, Elsevier, vol. 212(2), pages 522-555.
    16. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    17. John List & Azeem Shaikh & Atom Vayalinkal, 2023. "Multiple Testing with Covariate Adjustment in Experimental Economics," Natural Field Experiments 00732, The Field Experiments Website.
    18. Marc Henry & Ismael Mourifié, 2012. "Sharp Bounds in the Binary Roy Model," CIRANO Working Papers 2012s-06, CIRANO.
    19. Domenico Depalo, 2021. "True COVID-19 mortality rates from administrative data," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(1), pages 253-274, January.
    20. Possebom, Vitor, 2018. "Sharp bounds on the MTE with sample selection," MPRA Paper 89785, University Library of Munich, Germany.
    21. Jay Bhattacharya & Adam Isen, 2008. "On Inferring Demand for Health Care in the Presence of Anchoring, Acquiescence, and Selection Biases," NBER Working Papers 13865, National Bureau of Economic Research, Inc.
    22. Domenico Depalo & Santiago Pereda-Fernández, 2020. "Consistent estimates of the public/private wage gap," Empirical Economics, Springer, vol. 58(6), pages 2937-2947, June.
    23. Sung Jae Jun & Sokbae (Simon) Lee, 2020. "Causal inference in case-control studies," CeMMAP working papers CWP19/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    24. Martin Huber & Giovanni Mellace, 2010. "Sharp IV bounds on average treatment effects under endogeneity and noncompliance," University of St. Gallen Department of Economics working paper series 2010 2010-31, Department of Economics, University of St. Gallen.
    25. Yvonne Jie Chen & Deniz Dutz & Li Li & Sarah Moon & Edward J. Vytlacil & Songfa Zhong, 2023. "Eliciting Willingness-to-Pay to Decompose Beliefs and Preferences that Determine Selection into Competition in Lab Experiments," NBER Working Papers 31930, National Bureau of Economic Research, Inc.
    26. Jay Bhattacharya & William B. Vogt, 2007. "Do Instrumental Variables Belong in Propensity Scores?," NBER Technical Working Papers 0343, National Bureau of Economic Research, Inc.
    27. Sokbae Lee & Martin Weidner, 2021. "Bounding Treatment Effects by Pooling Limited Information across Observations," Papers 2111.05243, arXiv.org, revised Dec 2023.

  11. Florens, Jean-Pierre & Heckman, James J. & Meghir, Costas & Vytlacil, Edward, 2003. "Instrumental Variables, Local Instrumental Variables and Control Functions," IDEI Working Papers 249, Institut d'Économie Industrielle (IDEI), Toulouse.

    Cited by:

    1. Belzil, Christian & Hansen, Jörgen, 2002. "A Structural Analysis of the Correlated Random Coefficient Wage Regression Model," IZA Discussion Papers 512, Institute of Labor Economics (IZA).
    2. Fertig, Michael, 2004. "What Can We Learn From International Student Performance Studies? Some Methodological Remarks," RWI Discussion Papers 23, RWI - Leibniz-Institut für Wirtschaftsforschung.
    3. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute of Labor Economics (IZA).
    4. Fertig, Michael, 2004. "Shot Across the Bow, Stigma or Selection? The Effect of Repeating a Class on Educational Attainment," IZA Discussion Papers 1266, Institute of Labor Economics (IZA).
    5. Richard Blundell & Xiaohong Chen & Dennis Kristensen, 2003. "Nonparametric IV estimation of shape-invariant Engel curves," CeMMAP working papers CWP15/03, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    6. Frölich, Markus, 2002. "Nonparametric IV Estimation of Local Average Treatment Effects with Covariates," IZA Discussion Papers 588, Institute of Labor Economics (IZA).
    7. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    8. Thomas A. Severini & Gautam Tripathi, 2005. "Some Identification Issues in Nonparametric Linear Models with Endogenous Regressors," Working papers 2005-12, University of Connecticut, Department of Economics.
    9. d'Haultfoeuille, Xavier, 2010. "A new instrumental method for dealing with endogenous selection," Journal of Econometrics, Elsevier, vol. 154(1), pages 1-15, January.
    10. Blundell, Richard & Powell, James L., 2007. "Censored regression quantiles with endogenous regressors," Journal of Econometrics, Elsevier, vol. 141(1), pages 65-83, November.
    11. Xavier d'Haultfoeuille, 2006. "On the Completeness Condition in Nonparametric Instrumental Problems," Working Papers 2006-32, Center for Research in Economics and Statistics.
    12. Heckman, James J. & Lochner, Lance J. & Todd, Petra E., 2006. "Earnings Functions, Rates of Return and Treatment Effects: The Mincer Equation and Beyond," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 7, pages 307-458, Elsevier.
    13. Mougeot, M. & Picard, D. & Tribouley, K., 2014. "LOL selection in high dimension," Computational Statistics & Data Analysis, Elsevier, vol. 71(C), pages 743-757.
    14. Aassve, Arnstein & Arpino, Bruno, 2008. "Estimation of causal effects of fertility on economic wellbeing: evidence from rural Vietnam," ISER Working Paper Series 2007-27, Institute for Social and Economic Research.

  12. Heckman, J J & Tobias, Justin & Vytlacil, Ed, 2003. "Simple Estimators for Treatment Parameters in a Latent Variable Framework," Staff General Research Papers Archive 12012, Iowa State University, Department of Economics.

    Cited by:

    1. Calzolari, Giorgio & Di Pino, Antonino, 2009. "Individual wage and reservation wage: efficient estimation of a simultaneous equation model with endogenous limited dependent variables," MPRA Paper 22984, University Library of Munich, Germany.
    2. Li, Mingliang & Poirier, Dale J & Tobias, Justin, 2003. "Do Dropouts Suffer from Dropping Out? Estimation and Prediction of Outcome Gains in Generalized Selection Models," Staff General Research Papers Archive 12013, Iowa State University, Department of Economics.
    3. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    4. Fady Mansour, 2017. "Does Employment During Adolescence Reduce Adult Welfare Participation?," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 20(3), pages 199-227.
    5. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    6. Kaspar W thrich, 2014. "A Comparison of two Quantile Models with Endogeneity," Diskussionsschriften dp1408, Universitaet Bern, Departement Volkswirtschaft.
    7. Nobuhiro Hosoe & Shingo Takagi, 2011. "Retail Power Market Competition with Endogenous Entry Decision-An Auction Data Analysis," GRIPS Discussion Papers 11-01, National Graduate Institute for Policy Studies.
    8. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    9. Adiqa Kausar Kiani & Asif Sardar & Wasim Ullah Khan & Yigang He & Abdulbaki Bilgic & Yasemin Kuslu & Muhammad Asif Zahoor Raja, 2021. "Role of Agricultural Diversification in Improving Resilience to Climate Change: An Empirical Analysis with Gaussian Paradigm," Sustainability, MDPI, vol. 13(17), pages 1-15, August.
    10. James J. Heckman & Sergio Urzua & Edward J. Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," NBER Working Papers 12574, National Bureau of Economic Research, Inc.
    11. Justin L. Tobias & Mingliang Li, 2004. "Returns to Schooling and Bayesian Model Averaging: A Union of Two Literatures," Journal of Economic Surveys, Wiley Blackwell, vol. 18(2), pages 153-180, April.
    12. Chen, Heng & Fan, Yanqin & Wu, Jisong, 2014. "A flexible parametric approach for estimating switching regime models and treatment effect parameters," Journal of Econometrics, Elsevier, vol. 181(2), pages 77-91.
    13. Letort, Elodie & Carpentier, Alain, 2009. "Endogeneity of acreage choices in input allocation equations: implied problems and a solution," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49217, Agricultural and Applied Economics Association.
    14. Watanabe, Hajime & Maruyama, Takuya, 2024. "A Bayesian sample selection model with a binary outcome for handling residential self-selection in individual car ownership," Journal of choice modelling, Elsevier, vol. 51(C).
    15. Chang, Hung-Hao & Yen, Steven T., 2011. "Full-time, part-time employment and life satisfaction of the elderly," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 40(6), pages 815-823.
    16. Delajara, Marcelo & Freije, Samuel & Soloaga, Isidro, 2013. "Evaluation of training for the unemployed in Mexico: learning by comparing methods," MPRA Paper 55210, University Library of Munich, Germany.
    17. Arthur Charpentier & Emmanuel Flachaire & Antoine Ly, 2017. "Econom\'etrie et Machine Learning," Papers 1708.06992, arXiv.org, revised Mar 2018.
    18. Markus Gangl & Thomas A. DiPrete, 2004. "Kausalanalyse durch Matchingverfahren," Discussion Papers of DIW Berlin 401, DIW Berlin, German Institute for Economic Research.
    19. Daniel Polsky & Anirban Basu, 2012. "Selection Bias in Observational Data," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 46, Edward Elgar Publishing.
    20. Myoung-jae Lee & Sang-jun Lee, 2007. "Sensitivity Analysis Of Job-Training Effects On Reemployment For Korean Women," Discussion Paper Series 0720, Institute of Economic Research, Korea University.
    21. James J. Heckman, 2005. "Micro Data, Heterogeneity and the Evaluation of Public Policy Part 2," The American Economist, Sage Publications, vol. 49(1), pages 16-44, March.
    22. Tobias, Justin, 2006. "Estimation, Learning and Parameters of Interest in a Multiple Outcome Selection Model," Staff General Research Papers Archive 12480, Iowa State University, Department of Economics.
    23. Letort, Elodie & Carpentier, Alain, 2010. "Variable Input Allocation: Why Heterogeneity Matters?," 120th Seminar, September 2-4, 2010, Chania, Crete 109387, European Association of Agricultural Economists.
    24. Aakvik, Arild & Heckman, James J. & Vytlacil, Edward J., 2005. "Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 15-51.
    25. Chen, Heng & Fan, Yanqin & Liu, Ruixuan, 2016. "Inference for the correlation coefficient between potential outcomes in the Gaussian switching regime model," Journal of Econometrics, Elsevier, vol. 195(2), pages 255-270.
    26. James J. Heckman & Salvador Navarro, 2005. "Dynamic Discrete Choice and Dynamic Treatment Effects," NBER Technical Working Papers 0316, National Bureau of Economic Research, Inc.
    27. William N. Evans & Craig Garthwaite, 2012. "Estimating Heterogeneity in the Benefits of Medical Treatment Intensity," The Review of Economics and Statistics, MIT Press, vol. 94(3), pages 635-649, August.
    28. M. Genius & E. Strazzera, 2003. "The copula approach of sampling selection modelling: an application to the recreational value of forests," Working Paper CRENoS 200308, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    29. Takuya Hasebe, 2011. "The Type of Contract and Starting Wage and Wage Growth: The Evidence from New Graduates from Post-Secondary Schools in the Netherlands," Working Papers 20, AlmaLaurea Inter-University Consortium.
    30. Justin Tobias, 2003. "The effects of cognitive ability and high school quality on college entry decisions: nonparametric estimation of parameters of interest," Applied Economics, Taylor & Francis Journals, vol. 35(2), pages 209-215.
    31. Joo, Joonhwi & LaLonde, Robert J., 2014. "Testing for Selection Bias," IZA Discussion Papers 8455, Institute of Labor Economics (IZA).
    32. Bola Awotide & Arega Alene & Tahirou Abdoulaye & Victor Manyong, 2015. "Impact of agricultural technology adoption on asset ownership: the case of improved cassava varieties in Nigeria," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 7(6), pages 1239-1258, December.
    33. Yu-Chang Chen & Haitian Xie, 2022. "Personalized Subsidy Rules," Papers 2202.13545, arXiv.org, revised Mar 2022.
    34. Alejandra Cattaneo & Rainer Winkelmann, 2005. "Earnings Differentials between German and French speakers in Switzerland," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 141(II), pages 191-212, June.
    35. Hansa Jain, 2017. "Contractualization and Wage Differences: Evidence from Organized Manufacturing Industries in India," The Indian Journal of Labour Economics, Springer;The Indian Society of Labour Economics (ISLE), vol. 60(3), pages 461-479, September.
    36. Davide Del Prete & Armando Rungi, 2015. "Organizing the Global Value Chain: a firm-level test," Working Papers 2/15, Sapienza University of Rome, DISS.
    37. Czarnitzki, Dirk & Lopes Bento, Cindy & Doherr, Thorsten, 2011. "Counterfactual impact evaluation of cohesion policy. Work package 2: Examples from support to innovation and research. Final report," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 110541, March.
    38. Ashley Gorst & Ben Groom & Ali Dehlavi, 2015. "Crop productivity and adaptation to climate change in Pakistan," GRI Working Papers 189, Grantham Research Institute on Climate Change and the Environment.
    39. Arthur Charpentier & Emmanuel Flachaire & Antoine Ly, 2018. "Économétrie & Machine Learning," Working Papers hal-01568851, HAL.
    40. Montes-Rojas, G., 2008. "Robust misspecification tests for the Heckman’s two-step estimator," Working Papers 08/01, Department of Economics, City University London.
    41. Lloyd Ahamefule AMAGHIONYEODIWE & Tokunbo Simbowale OSINUBI, 2007. "Do Higher Levels Of Schooling Lead To Higher Returns To Education In Nigeria?," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 7(1).
    42. Radchenko, Natalia, 2014. "Heterogeneity in Informal Salaried Employment: Evidence from the Egyptian Labor Market Survey," World Development, Elsevier, vol. 62(C), pages 169-188.
    43. Yulia V. Marchenko & Marc G. Genton, 2012. "A Heckman Selection- t Model," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 107(497), pages 304-317, March.
    44. Takuya Hasebe, 2018. "Treatment effect estimators for count data models," Health Economics, John Wiley & Sons, Ltd., vol. 27(11), pages 1868-1873, November.
    45. Hasebe, Takuya & Vijverberg, Wim P., 2012. "A Flexible Sample Selection Model: A GTL-Copula Approach," IZA Discussion Papers 7003, Institute of Labor Economics (IZA).
    46. Øystein Daljord & Carl F. Mela & Jason M. T. Roos & Jim Sprigg & Song Yao, 2023. "The Design and Targeting of Compliance Promotions," Marketing Science, INFORMS, vol. 42(5), pages 866-891, September.
    47. Xinyu (Jason) Cao, 2009. "Disentangling the influence of neighborhood type and self-selection on driving behavior: an application of sample selection model," Transportation, Springer, vol. 36(2), pages 207-222, March.
    48. Walters, Lurleen M. & Emerson, Robert D. & Iwai, Nobuyuki, 2008. "Proposed Immigration Policy Reform & Farm Labor Market Outcomes," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6285, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    49. Mark Dusheiko & Hugh Gravelle & Rowena Jacobs, 2004. "The effect of practice budgets on patient waiting times: allowing for selection bias," Health Economics, John Wiley & Sons, Ltd., vol. 13(10), pages 941-958, October.

  13. Heckman, J J & Tobias, Justin & Vytlacil, Ed, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Staff General Research Papers Archive 12022, Iowa State University, Department of Economics.

    Cited by:

    1. Muhammad Faisal Shahzad & Awudu Abdulai & Gazali Issahaku, 2021. "Adaptation Implications of Climate-Smart Agriculture in Rural Pakistan," Sustainability, MDPI, vol. 13(21), pages 1-18, October.
    2. Wang, Xinyi & Mokhtarian, Patricia L., 2024. "Examining the treatment effect of teleworking on vehicle-miles driven: Applying an ordered probit selection model and incorporating the role of travel stress," Transportation Research Part A: Policy and Practice, Elsevier, vol. 186(C).
    3. Bairagi, Subir & Bhandari, Humnath & Kumar Das, Subrata & Mohanty, Samarendu, 2021. "Flood-tolerant rice improves climate resilience, profitability, and household consumption in Bangladesh," Food Policy, Elsevier, vol. 105(C).
    4. Song, Chunxiao & Liu, Ruifeng & Oxley, Oxley & Ma, Hengyun, 2018. "The adoption and impact of engineering-type measures to address climate change: evidence from the major grain-producing areas in China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 62(4), October.
    5. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    6. C.Y. Cyrus Chu & Seik Kim & Wen-Jen Tsay, 2012. "Coresidence with Husband's Parents, Labor Supply, and Duration to First Birth," Working Papers UWEC-2012-04, University of Washington, Department of Economics.
    7. Joshua D. Angrist, 2003. "Treatment Effect Heterogeneity in Theory and Practice," NBER Working Papers 9708, National Bureau of Economic Research, Inc.
    8. Emiliano Magrini & Mauro Vigani, 2016. "Technology adoption and the multiple dimensions of food security: the case of maize in Tanzania," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 8(4), pages 707-726, August.
    9. Seng, Kimty, 2021. "The mobile money’s poverty-reducing promise: Evidence from Cambodia," World Development Perspectives, Elsevier, vol. 22(C).
    10. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    11. Yi Cui & Thomas Glauben & Wei Si & Qiran Zhao, 2023. "The effect of Internet usage on dietary quality: Evidence from rural China," Agribusiness, John Wiley & Sons, Ltd., vol. 39(S1), pages 1478-1494, December.
    12. Charles Raux & Ayana Lamatkhanova & Lény Grassot, 2021. "Does the built environment shape commuting? The case of Lyon (France)," Post-Print halshs-03010833, HAL.
    13. Julius Manda & Cornelis Gardebroek & Makaiko Khonje & Arega Alene & Munyaradzi Mutenje & Menale Kassie, 2016. "Determinants of child nutritional status in the eastern province of Zambia: the role of improved maize varieties," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 8(1), pages 239-253, February.
    14. Sebastian Edwards & I. Igal Magendzo, 2003. "Dollarization and economic performance: What do we really know?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 8(4), pages 351-363.
    15. Kassie, Menale & Teklewolde, Hailemariam & Erenstein, Olaf & Jaleta, Moti & Marenya, Paswel & Mekurai, Mulugetta, 2015. "Technology diversification: Assessing impacts on crop income and agrochemical uses in Malawi," 2015 Conference, August 9-14, 2015, Milan, Italy 211838, International Association of Agricultural Economists.
    16. Marie Lassalas & Sabine Duvaleix & Laure Latruffe, 2024. "The technical and economic effects of biodiversity standards on wheat production," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 51(2), pages 275-308.
    17. Liu, Xiaowen & Yen, Steven T., 2009. "The Supplemental Nutrition Assistance Program and Nutrient Intakes," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49529, Agricultural and Applied Economics Association.
    18. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    19. Bhat, Chandra R. & Eluru, Naveen, 2009. "A copula-based approach to accommodate residential self-selection effects in travel behavior modeling," Transportation Research Part B: Methodological, Elsevier, vol. 43(7), pages 749-765, August.
    20. Justin L. Tobias & Mingliang Li, 2003. "A finite-sample hierarchical analysis of wage variation across public high schools: evidence from the NLSY and high school and beyond," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(3), pages 315-336.
    21. Kaspar W thrich, 2014. "A Comparison of two Quantile Models with Endogeneity," Diskussionsschriften dp1408, Universitaet Bern, Departement Volkswirtschaft.
    22. Doris Läpple & Thia Hennessy & Carol Newman, 2013. "Quantifying the Economic Return to Participatory Extension Programmes in Ireland: an Endogenous Switching Regression Analysis," Journal of Agricultural Economics, Wiley Blackwell, vol. 64(2), pages 467-482, June.
    23. Bairagi, Subir & Mishra, Ashok K. & Durand-Morat, Alvaro, 2020. "Climate risk management strategies and food security: Evidence from Cambodian rice farmers," Food Policy, Elsevier, vol. 95(C).
    24. John DiNardo & David S. Lee, 2010. "Program Evaluation and Research Designs," NBER Working Papers 16016, National Bureau of Economic Research, Inc.
    25. Di Falco, Salvatore & Veronesi, Marcella, 2012. "Managing Environmental Risk in Presence of Climate Change: The Role of Adaptation in the Nile basin of Ethiopia," 86th Annual Conference, April 16-18, 2012, Warwick University, Coventry, UK 134775, Agricultural Economics Society.
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  14. Xiaohong Chen & James J. Heckman & Edward Vytlacil, 2000. "Identification and SQRT N Efficient Estimation of Semiparametric Panel Data Models with Binary Dependent Variables and a Latent Factor," Econometric Society World Congress 2000 Contributed Papers 1567, Econometric Society.

    Cited by:

    1. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.

  15. James J. Heckman & Edward J. Vytlacil, 2000. "Local Instrumental Variables," NBER Technical Working Papers 0252, National Bureau of Economic Research, Inc.

    Cited by:

    1. Victor Aguirregabiria, 2006. "Another Look at the Identification of Dynamic Discrete Decision Processes: With an Application to Retirement Behavior," 2006 Meeting Papers 169, Society for Economic Dynamics.
    2. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    3. Carneiro, Pedro & Hansen, Karsten T & Heckman, James J, 2002. "Removing the veil of ignorance in assessing the distributional impacts of social policies," Working Paper Series 2002:2, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    4. Christina Felfe & Rafael Lalive, 2012. "Early Child Care and Child Development: For Whom it Works and Why," CESifo Working Paper Series 4043, CESifo.
    5. Brian A. Jacob & Lars Lefgren, 2002. "The Impact of Teacher Training on Student Achievement: Quasi-Experimental Evidence from School Reform Efforts in Chicago," NBER Working Papers 8916, National Bureau of Economic Research, Inc.
    6. Zamarro, Gema, 2010. "Accounting for heterogeneous returns in sequential schooling decisions," Journal of Econometrics, Elsevier, vol. 156(2), pages 260-276, June.
    7. Belzil, Christian & Hansen, Jörgen, 2002. "A Structural Analysis of the Correlated Random Coefficient Wage Regression Model," IZA Discussion Papers 512, Institute of Labor Economics (IZA).
    8. C.Y. Cyrus Chu & Seik Kim & Wen-Jen Tsay, 2012. "Coresidence with Husband's Parents, Labor Supply, and Duration to First Birth," Working Papers UWEC-2012-04, University of Washington, Department of Economics.
    9. Joshua D. Angrist, 2003. "Treatment Effect Heterogeneity in Theory and Practice," NBER Working Papers 9708, National Bureau of Economic Research, Inc.
    10. Li, Mingliang & Poirier, Dale J & Tobias, Justin, 2003. "Do Dropouts Suffer from Dropping Out? Estimation and Prediction of Outcome Gains in Generalized Selection Models," Staff General Research Papers Archive 12013, Iowa State University, Department of Economics.
    11. James J. Heckman & Xuesong Li, 2003. "Selection Bias, Comparative Advantage and Heterogeneous Returns to Education," NBER Working Papers 9877, National Bureau of Economic Research, Inc.
    12. Frölich, Markus & Lechner, Michael, 2004. "Regional Treatment Intensity as an Instrument for the Evaluation of Labour Market Policies," IZA Discussion Papers 1095, Institute of Labor Economics (IZA).
    13. Schennach, Susanne & White, Halbert & Chalak, Karim, 2012. "Local indirect least squares and average marginal effects in nonseparable structural systems," Journal of Econometrics, Elsevier, vol. 166(2), pages 282-302.
    14. Florens, Jean-Pierre & Heckman, James J. & Meghir, Costas & Vytlacil, Edward, 2003. "Instrumental Variables, Local Instrumental Variables and Control Functions," IDEI Working Papers 249, Institut d'Économie Industrielle (IDEI), Toulouse.
    15. Klein, Tobias J., 2007. "College Education and Wages in the U.K.: Estimating Conditional Average Structural Functions in Nonadditive Models with Binary Endogenous Variables," IZA Discussion Papers 2761, Institute of Labor Economics (IZA).
    16. Patrick Kline & Christopher R. Walters, 2018. "On Heckits, LATE, and Numerical Equivalence," CESifo Working Paper Series 6994, CESifo.
    17. Heckman, James J. & Li, Xuesong, 2003. "Selection Bias, Comparative Advantage and Heterogeneous Returns to Education: Evidence from China in 2000," IZA Discussion Papers 829, Institute of Labor Economics (IZA).
    18. Sokbae (Simon) Lee & Bernard Salanie, 2015. "Identifying effects of multivalued treatments," CeMMAP working papers 72/15, Institute for Fiscal Studies.
    19. Kern, Holger & Hainmueller, Jens, 2007. "Opium for the Masses: How Foreign Free Media Can Stabilize Authoritarian Regimes," MPRA Paper 2702, University Library of Munich, Germany.
    20. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc.
    21. Wang, Xiaojun & Fleisher, Belton M. & Li, Haizheng & Li, Shi, 2014. "Access to college and heterogeneous returns to education in China," Economics of Education Review, Elsevier, vol. 42(C), pages 78-92.
    22. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York.
    23. David S. Lee, 2002. "Trimming for Bounds on Treatment Effects with Missing Outcomes," NBER Technical Working Papers 0277, National Bureau of Economic Research, Inc.
    24. Alexis León, 2006. "The Effect of Education on Fertility: Evidence from Compulsory Schooling Laws," Working Paper 288, Department of Economics, University of Pittsburgh, revised Dec 2006.
    25. Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2004. "Separating Uncertainty from Heterogeneity in Life Cycle Earnings," IZA Discussion Papers 1437, Institute of Labor Economics (IZA).
    26. Denis Fougère & Bruno Crépon & Thomas Brodaty, 2007. "Les méthodes micro-économétriques d'évaluation et leurs applications aux politiques actives de l'emploi," Économie et Prévision, Programme National Persée, vol. 177(1), pages 93-118.
    27. James J. Heckman & Sergio Urzua & Edward J. Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," NBER Working Papers 12574, National Bureau of Economic Research, Inc.
    28. Ekeland, Ivar & Heckman, James J. & Nesheim, Lars, 2003. "Identification and Estimation of Hedonic Models," IZA Discussion Papers 853, Institute of Labor Economics (IZA).
    29. Guido W. Imbens & Whitney K. Newey, 2009. "Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity," Econometrica, Econometric Society, vol. 77(5), pages 1481-1512, September.
    30. Chen, Heng & Fan, Yanqin & Wu, Jisong, 2014. "A flexible parametric approach for estimating switching regime models and treatment effect parameters," Journal of Econometrics, Elsevier, vol. 181(2), pages 77-91.
    31. Karim Chalak & Halbert White, 2007. "An Extended Class of Instrumental Variables for the Estimation of Causal Effects," Boston College Working Papers in Economics 692, Boston College Department of Economics, revised 30 Nov 2009.
    32. Rohini Pande & Christopher Udry, 2005. "Institutions and Development:A View from Below," Working Papers 928, Economic Growth Center, Yale University.
    33. Heckman, James, 2001. "Accounting for Heterogeneity, Diversity and General Equilibrium in Evaluating Social Programmes," Economic Journal, Royal Economic Society, vol. 111(475), pages 654-699, November.
    34. James J. Heckman & Salvador Navarro-Lozano, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," NBER Working Papers 9497, National Bureau of Economic Research, Inc.
    35. Abdulbaki Bilgic & Wojciech Florkowski, 2009. "The impact of license regulation on the number of recreation trips: is it worth considering?," Journal of Regulatory Economics, Springer, vol. 35(1), pages 45-69, February.
    36. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529.
    37. Hidehiko Ichimura & Christopher R. Taber, 2000. "Direct Estimation of Policy Impacts," NBER Technical Working Papers 0254, National Bureau of Economic Research, Inc.
    38. Fausto Hernández Trillo & Brenda Jarillo Rabling, 2007. "Transferencias condicionadas federales en países en desarrollo: el caso del FISM en México," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 22(2), pages 143-184.
    39. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    40. Alan Manning, 2004. "Instrumental Variables for Binary Treatments with Heterogeneous Treatment Effects: A Simple Exposition," CEP Discussion Papers dp0619, Centre for Economic Performance, LSE.
    41. Rihab Bellakhal & Mohamed-Badrane Mahjoub, 2015. "Estimating the effect of vocational training programs on employment and wage: The case of Tunisia," Economics Bulletin, AccessEcon, vol. 35(3), pages 1820-1833.
    42. Belzil, Christian & Hansen, Jörgen, 2001. "Heterogeneous Returns to Human Capital and Dynamic Self-Selection," IZA Discussion Papers 272, Institute of Labor Economics (IZA).
    43. Robert Moffit, 2007. "Estimating Marginal Treatment Effects in Heterogeneous Populations," Economics Working Paper Archive 539, The Johns Hopkins University,Department of Economics.
    44. Dontsop Nguezet, Paul Martin & Diagne, Aliou & Okoruwa, Victor O., 2010. "Estimation of Actual and Potential Adoption Rates and Determinants of Improved Rice Variety Among Rice Farmers in Nigeria: The Case of NERICAs," 2010 AAAE Third Conference/AEASA 48th Conference, September 19-23, 2010, Cape Town, South Africa 95770, African Association of Agricultural Economists (AAAE).
    45. Chris SAKELLARIOU, 2008. "Demand for Skills, Supply of Skills and Returns to Schooling in Cambodia," Economic Growth Centre Working Paper Series 0805, Nanyang Technological University, School of Social Sciences, Economic Growth Centre.
    46. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    47. Charles F. Manski & John V. Pepper, 1998. "Monotone Instrumental Variables: With an Application to the Returns to Schooling," Virginia Economics Online Papers 308, University of Virginia, Department of Economics.
    48. Susanne M. Schennach & Halbert White & Karim Chalak, 2007. "Estimating average marginal effects in nonseparable structural systems," CeMMAP working papers CWP31/07, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    49. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.
    50. Natalia Radchenko, 2017. "Informal Employment in Developing Economies: Multiple Heterogeneity," Journal of Development Studies, Taylor & Francis Journals, vol. 53(4), pages 495-513, April.
    51. Juanna Schrøter Joensen & Helena Skyt Nielsen, 2006. "Is there a Causal Effect of High School Math on Labor Market Outcomes?," Economics Working Papers 2006-11, Department of Economics and Business Economics, Aarhus University.
    52. Marx, Philip, 2024. "Sharp bounds in the latent index selection model," Journal of Econometrics, Elsevier, vol. 238(2).
    53. Marcotte, Dave E., 2013. "High school dropout and teen childbearing," Economics of Education Review, Elsevier, vol. 34(C), pages 258-268.
    54. Patrinos, Harry Anthony & Sakellariou, Chris, 2004. "Schooling and labor market impacts of a natural policy experiment," Policy Research Working Paper Series 3460, The World Bank.
    55. Edward Vytlacil & James J. Heckman, 2001. "Policy-Relevant Treatment Effects," American Economic Review, American Economic Association, vol. 91(2), pages 107-111, May.
    56. Chiburis, Richard C., 2010. "Semiparametric bounds on treatment effects," Journal of Econometrics, Elsevier, vol. 159(2), pages 267-275, December.
    57. Bryan S. Graham & James Powell, 2008. "Identification and Estimation of 'Irregular' Correlated Random Coefficient Models," NBER Working Papers 14469, National Bureau of Economic Research, Inc.
    58. Christian Durán, 2004. "Evaluación microeconométrica de las políticas públicas de empleo: aspectos metodológicos," Hacienda Pública Española / Review of Public Economics, IEF, vol. 170(3), pages 107-133, september.
    59. Del Bono, Emilia & Galindo-Rueda, Fernando, 2007. "The long term impacts of compulsory schooling: evidence from a natural experiment in school leaving dates," LSE Research Online Documents on Economics 19400, London School of Economics and Political Science, LSE Library.
    60. Tricia Lynn Gladden & Christopher R. Taber, 2000. "The Relationship between Wage Growth and Wage Levels," JCPR Working Papers 173, Northwestern University/University of Chicago Joint Center for Poverty Research.
    61. James J. Heckman & Edward J. Vytlacil, 2000. "Instrumental Variables, Selection Models, and Tight Bounds on the Average Treatment Effect," NBER Technical Working Papers 0259, National Bureau of Economic Research, Inc.
    62. Chuang, Yih-chyi & Lai, Wei-wen, 2010. "Heterogeneity, comparative advantage, and return to education: The case of Taiwan," Economics of Education Review, Elsevier, vol. 29(5), pages 804-812, October.
    63. Robert Moffitt, 2007. "Estimating Marginal Returns to Higher Education in the UK," NBER Working Papers 13534, National Bureau of Economic Research, Inc.
    64. Felfe, Christina & Lalive, Rafael, 2014. "Does early child care help or hurt childrens's development?," Working Paper Series 2014:22, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    65. Chris Sakellariou, 2006. "Education policy reform, local average treatment effect and returns to schooling from instrumental variables in the Philippines," Applied Economics, Taylor & Francis Journals, vol. 38(4), pages 473-481.
    66. Kenneth Y. Chay & Michael Greenstone, 1998. "Does Air Quality Matter? Evidence from the Housing Market," NBER Working Papers 6826, National Bureau of Economic Research, Inc.
    67. James Heckman & Lance Lockner & Christopher Taber, 1999. "Human capital formation and general equilibrium treatment effects: a study of tax and tuition policy," Fiscal Studies, Institute for Fiscal Studies, vol. 20(1), pages 25-40, March.
    68. Pedro Carneiro & Sokbae (Simon) Lee, 2005. "Ability, sorting and wage inequality," CeMMAP working papers CWP16/05, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    69. Anders Forslund & Oskar Nordström Stans, 2006. "Swedish Youth Labour Market Policies Revisited," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 75(3), pages 168-185.
    70. Rihab BELLAKHAL & Mohamed-Badrane MAHJOUB, 2010. "Estimating the Impact of Tunisian Training Programs on Wage, Using a Simultaneous Equations Model with Self-Selectivity," EcoMod2010 259600023, EcoMod.
    71. Victor Aguirregabiria, 2005. "Another Look at the Identification of Dynamic Discrete Decision Processes," Econometrics 0504006, University Library of Munich, Germany.
    72. Radchenko, Natalia, 2014. "Heterogeneity in Informal Salaried Employment: Evidence from the Egyptian Labor Market Survey," World Development, Elsevier, vol. 62(C), pages 169-188.
    73. Wang, Xiaojun & Fleisher, Belton M. & Li, Haizheng & Li, Shi, 2007. "Access to Higher Education and Inequality: The Chinese Experiment," IZA Discussion Papers 2823, Institute of Labor Economics (IZA).
    74. Aassve, Arnstein & Arpino, Bruno, 2008. "Estimation of causal effects of fertility on economic wellbeing: evidence from rural Vietnam," ISER Working Paper Series 2007-27, Institute for Social and Economic Research.
    75. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank.

  16. James J. Heckman & Edward J. Vytlacil, 2000. "Instrumental Variables, Selection Models, and Tight Bounds on the Average Treatment Effect," NBER Technical Working Papers 0259, National Bureau of Economic Research, Inc.

    Cited by:

    1. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits – Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020, September.
    2. Stefanie Hof, 2014. "Does Private Tutoring Work? The Effectiveness of Private Tutoring: A Nonparametric Bounds Analysis," Economics of Education Working Paper Series 0096, University of Zurich, Department of Business Administration (IBW).
    3. David S. Lee, 2002. "Trimming for Bounds on Treatment Effects with Missing Outcomes," NBER Technical Working Papers 0277, National Bureau of Economic Research, Inc.
    4. Hujer, Reinhard & Thomsen, Stephan L., 2006. "Wirksamkeit von Arbeitsbeschaffungsmaßnahmen in Deutschland: Empirische Befunde mikroökonometrischer Analysen," ZEW Discussion Papers 06-054, ZEW - Leibniz Centre for European Economic Research.
    5. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    6. Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2015. "Going Beyond LATE: Bounding Average Treatment Effects of Job Corps Training," IZA Discussion Papers 9511, Institute of Labor Economics (IZA).
    7. Michael Gebel & Friedhelm Pfeiffer, 2010. "Educational Expansion and Its Heterogeneous Returns for Wage Workers," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 130(1), pages 19-42.

  17. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.

    Cited by:

    1. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, John Wiley & Sons, vol. 68(2), pages 210-223, October.
    2. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute of Labor Economics (IZA).
    3. Ayuya, Oscar I. & Gido, Eric O. & Bett, Hillary K. & Lagat, Job K. & Kahi, Alexander K. & Bauer, Siegfried, 2015. "Effect of Certified Organic Production Systems on Poverty among Smallholder Farmers: Empirical Evidence from Kenya," World Development, Elsevier, vol. 67(C), pages 27-37.
    4. Coelli, Michael B. & Green, David A. & Warburton, William P., 2007. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," Journal of Public Economics, Elsevier, vol. 91(7-8), pages 1369-1398, August.
    5. Julius Manda & Cornelis Gardebroek & Makaiko Khonje & Arega Alene & Munyaradzi Mutenje & Menale Kassie, 2016. "Determinants of child nutritional status in the eastern province of Zambia: the role of improved maize varieties," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 8(1), pages 239-253, February.
    6. Zweimüller, Josef & Falk, Armin & Lalive, Rafael, 2004. "The Success of Job Applications: A New Approach to Programme Evaluation," CEPR Discussion Papers 4461, C.E.P.R. Discussion Papers.
    7. Anjana Susarla & Anitesh Barua, 2011. "Contracting Efficiency and New Firm Survival in Markets Enabled by Information Technology," Information Systems Research, INFORMS, vol. 22(2), pages 306-324, June.
    8. Viktor Steiner & Tobias Hagen, 2002. "Was kann die Aktive Arbeitsmarktpolitik in Deutschland aus der Evaluationsforschung in anderen europäischen Ländern lernen?," Perspektiven der Wirtschaftspolitik, Verein für Socialpolitik, vol. 3(2), pages 189-206, May.
    9. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529.
    10. André Dumas Tsambou & Lionie Mafang & Thierno Malick Diallo & Benjamin Fomba Kamga, 2024. "Impact of job training program on employment outcomes in Senegal," SN Business & Economics, Springer, vol. 4(8), pages 1-33, August.
    11. Min, Shi & Liu, Min & Huang, Jikun, 2020. "Does the application of ICTs facilitate rural economic transformation in China? Empirical evidence from the use of smartphones among farmers," Journal of Asian Economics, Elsevier, vol. 70(C).
    12. Andrén, Thomas & Andrén, Daniela, 2004. "Assessing The Employment Effects Of Vocational Training Using A One-Factor Model," Working Papers in Economics 133, University of Gothenburg, Department of Economics.
    13. Fan, Yanqin & Park, Sang Soo, 2009. "Partial identification of the distribution of treatment effects and its confidence sets," MPRA Paper 37148, University Library of Munich, Germany.
    14. Zhang, Tao, 2003. "Identifying treatment effects of active labour market programmes for Norwegian adults," Memorandum 26/2003, Oslo University, Department of Economics.
    15. Philipp Eisenhauer & James J. Heckman & Edward Vytlacil, 2015. "The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 413-443.
    16. Sudip Gupta & Rangarajan K. Sundaram & Suresh Sundaresan, 2021. "Underwriting Government Debt Auctions: Auction Choice and Information Production," Management Science, INFORMS, vol. 67(5), pages 3127-3149, May.
    17. Ragui Assaad & Deborah Levison & Nadia Zibani, 2001. "The Effect of Child Work on School Enrollment in Egypt," Working Papers 0111, Economic Research Forum, revised 04 Dec 2001.
    18. Leurcharusmee, Supanika & Sirisrisakulchai, Jirakom & Suriya, Komsan & Keesookpun, Chutipong & Srinuan, Pratompong, 2017. "Fixed-to-Mobile Substitution: Effects of Mobile Broadband Subscription on Fixed Broadband Termination," 14th ITS Asia-Pacific Regional Conference, Kyoto 2017: Mapping ICT into Transformation for the Next Information Society 168513, International Telecommunications Society (ITS).
    19. Melayne Morgan McInnes & Orgul Demet Ozturk & Suzanne McDermott & Joshua R. Mann, 2010. "Does supported employment work?," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 29(3), pages 506-525.
    20. Michael Lokshin & Zurab Sajaia, 2011. "Impact of interventions on discrete outcomes: Maximum likelihood estimation of the binary choice models with binary endogenous regressors," Stata Journal, StataCorp LP, vol. 11(3), pages 368-385, September.
    21. Cariappa, A.G. Adeeth & Chandel, B.S., 2020. "Interlink between factor and product markets: opportunity for the future of Indian agriculture," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 33(Conferenc), December.
    22. Aakvik, Arild & Holmas, Tor Helge & Kjerstad, Egil, 2003. "A low-key social insurance reform--effects of multidisciplinary outpatient treatment for back pain patients in Norway," Journal of Health Economics, Elsevier, vol. 22(5), pages 747-762, September.
    23. Andrén , Daniela & Andrén, Thomas, 2002. "Assessing the Employment Effects of Labor Market Training Programs in Sweden," Working Papers in Economics 70, University of Gothenburg, Department of Economics.
    24. Geoff Perry & Tim Maloney, 2008. "Economic Evaluation of the Training Opportunities Programme in New Zealand," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 11(2), pages 163-185.
    25. Tesfaye, Wondimagegn & Tirivayi, Nyasha, 2016. "The effect of improved storage innovations on food security and welfare in Ethiopia," MERIT Working Papers 2016-063, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    26. Armin Falk & Rafael Lalive & Josef Zweim�ller, "undated". "The Sucess of Job Applications: A New Approach to Program Evaluation," IEW - Working Papers 131, Institute for Empirical Research in Economics - University of Zurich.
    27. Tesfaye, Wondimagegn & Tirivayi, Nyasha, 2018. "The impacts of postharvest storage innovations on food security and welfare in Ethiopia," Food Policy, Elsevier, vol. 75(C), pages 52-67.
    28. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank.
    29. Mark Dusheiko & Hugh Gravelle & Rowena Jacobs, 2004. "The effect of practice budgets on patient waiting times: allowing for selection bias," Health Economics, John Wiley & Sons, Ltd., vol. 13(10), pages 941-958, October.

  18. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc.

    Cited by:

    1. Martin Chalkley & Colin Tilley, 2002. "Treatment Intensity and Provider Remuneration: Dentists in the British National Health Service," Dundee Discussion Papers in Economics 135, Economic Studies, University of Dundee.
    2. Yonatan Eyal, 2010. "Examination of the Empirical Research Environment of Program Evaluation: Methodology and Application," Evaluation Review, , vol. 34(6), pages 455-486, December.
    3. Elías, Víctor & Ruiz Núñez, Fernanda & Cossa, Ricardo & Bravo, David, 2004. "An Econometric Cost-Benefit Analysis of Argentina’s Youth Training Program," IDB Publications (Working Papers) 13053, Inter-American Development Bank.
    4. Claudio Sapelli & Bernardita Vial, 2002. "The Performance of Private and Public Schools in the Chilean Voucher System," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 39(118), pages 423-454.
    5. Hermannsson, Kristinn & Lisenkova, Katerina & Lecca, Patrizio & McGregor, Peter G & Swales, J Kim, 2010. "The Importance of Graduates for the Scottish Economy: A Micro-to-Macro Approach," SIRE Discussion Papers 2010-80, Scottish Institute for Research in Economics (SIRE).
    6. Mizala, Alejandra & Romaguera, Pilar, 2002. "Equity and educational performance," LSE Research Online Documents on Economics 123338, London School of Economics and Political Science, LSE Library.
    7. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, John Wiley & Sons, vol. 68(2), pages 210-223, October.
    8. Claudio Sapelli & Bernardita Vial, 2003. "Peer Effects and Relative Performance of Voucher Schools in Chile," Documentos de Trabajo 256, Instituto de Economia. Pontificia Universidad Católica de Chile..
    9. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute of Labor Economics (IZA).
    10. Urquiola, Miguel & Arias, Omar, 2002. "Comments," LSE Research Online Documents on Economics 123137, London School of Economics and Political Science, LSE Library.
    11. Coelli, Michael B. & Green, David A. & Warburton, William P., 2007. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," Journal of Public Economics, Elsevier, vol. 91(7-8), pages 1369-1398, August.
    12. Denis Fougère & Bruno Crépon & Thomas Brodaty, 2007. "Les méthodes micro-économétriques d'évaluation et leurs applications aux politiques actives de l'emploi," Économie et Prévision, Programme National Persée, vol. 177(1), pages 93-118.
    13. Hermannsson, Kristinn & Lisenkova, Katerina & Lecca, Patrizio & McGregor, Peter G. & Swales, Kim, 2012. "The system-wide impacts of the external benefits to higher education on the Scottish economy: An exploratory micro-to-macro approach," SIRE Discussion Papers 2012-70, Scottish Institute for Research in Economics (SIRE).
    14. Claudio Sapelli & Bernardita Vial, 2005. "Private vs Public Voucher Schools in Chile: New Evidence on Efficiency and Peer Effects," Documentos de Trabajo 289, Instituto de Economia. Pontificia Universidad Católica de Chile..
    15. Abigail McKnight, 2011. "Estimates of the asset-effect: The search for a causal effect of assets on adult health and employment outcomes," CASE Papers case149, Centre for Analysis of Social Exclusion, LSE.
    16. Kristinn Hermannsson & Katerina Lisenkova & Patrizio Lecca & Peter McGregor & Kim Swales, 2012. "The system-wide impacts of the external benefits to higher education on the Scottish economy: An exploratory “micro-to-macro" approach," Working Papers 1204, University of Strathclyde Business School, Department of Economics.
    17. Calderón-Madrid, Angel & Trejo, Belem, 2002. "The Impact of the Mexican Training Program for Unemployed Workers on Re-employment Dynamics and on Earnings," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 A2-1, International Conferences on Panel Data.
    18. M. Li & J. L. Tobias, 2003. "A semiparametric investigation of the school quality-gs relationship," Applied Economics Letters, Taylor & Francis Journals, vol. 10(1), pages 43-45.
    19. Michael Gerfin & Robert E. Leu & Reto Nyffeler, 2003. "Berufliche Weiterbildung in der Schweiz," Diskussionsschriften dp0318, Universitaet Bern, Departement Volkswirtschaft.
    20. Flore Gubert & François Roubaud, 2005. "Analyser l’impact d’un projet de Micro-finance : l’exemple d’ADéFI à Madagascar," Working Papers DT/2005/14, DIAL (Développement, Institutions et Mondialisation).
    21. Fajnzylber, Pablo & Maloney, William F. & Rojas, Gabriel V. Montes, 2006. "Releasing constraints to growth or pushing on a string ? the impact of credit, training, business associations, and taxes on the performance of Mexican micro-firms," Policy Research Working Paper Series 3807, The World Bank.
    22. M. Genius & E. Strazzera, 2003. "The copula approach of sampling selection modelling: an application to the recreational value of forests," Working Paper CRENoS 200308, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    23. Andrén, Thomas & Andrén, Daniela, 2004. "Assessing The Employment Effects Of Vocational Training Using A One-Factor Model," Working Papers in Economics 133, University of Gothenburg, Department of Economics.
    24. Adolfo Sachsida & Mario Jorge C. de Mendonça & Fabio Stallivieri, 2007. "Ex-Convicts Face Multiple Labor Market Punishments: Estimates of Peer-Group and Stigma Effects Using Equations of Returns to Schooling," Economia, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics], vol. 8(3), pages .503-520.
    25. McKnight, Abigail, 2011. "Estimates of the asset-effect: the search for a causal effect of assets on adult health and employment outcomes," LSE Research Online Documents on Economics 43896, London School of Economics and Political Science, LSE Library.
    26. Hirukawa, Masayuki & Prokhorov, Artem, 2018. "Consistent estimation of linear regression models using matched data," Journal of Econometrics, Elsevier, vol. 203(2), pages 344-358.
    27. Alejandra Cattaneo & Rainer Winkelmann, 2005. "Earnings Differentials between German and French speakers in Switzerland," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 141(II), pages 191-212, June.
    28. Leonardo Fabio Morales & Christian Posso & Luz A. Flórez, 2021. "Heterogeneity in the Returns to Tertiary Education for the Disadvantage Youth: Quality vs. Quantity Analysis," Borradores de Economia 1150, Banco de la Republica de Colombia.
    29. Mark Dusheiko & Hugh Gravelle & Rowena Jacobs, 2004. "The effect of practice budgets on patient waiting times: allowing for selection bias," Health Economics, John Wiley & Sons, Ltd., vol. 13(10), pages 941-958, October.

  19. James Heckman & Edward Vytlacil, 2000. "Identifying the Role of Cognitive Ability in Explaining the Level of and Change in the Return to Schooling," NBER Working Papers 7820, National Bureau of Economic Research, Inc.

    Cited by:

    1. Hansen, Karsten T & Heckman, James J & Mullen, Kathleen J, 2003. "The effect of schooling and ability on achievement test scores," Working Paper Series 2003:13, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    2. Ci, Wen & Galdo, José & Voia, Marcel & Worswick, Christopher, 2013. "Does adult training benefit Canadian workers?," CLSSRN working papers clsrn_admin-2013-42, Vancouver School of Economics, revised 26 Sep 2013.
    3. Pedro N. Teixeira, 2007. "Great expectations, mixed results and resilient beliefs: the troubles of empirical research in economic controversies," Journal of Economic Methodology, Taylor & Francis Journals, vol. 14(3), pages 291-309.
    4. Felicia Ionescu & Nicole B. Simpson, 2014. "Default Risk and Private Student Loans: Implications for Higher Education Policies," Finance and Economics Discussion Series 2014-66, Board of Governors of the Federal Reserve System (U.S.).
    5. Falk, Armin & Kosse, Fabian & Schildberg-Hörisch, Hannah & Zimmermann, Florian, 2020. "Self-assessment: The role of the social environment," DICE Discussion Papers 339, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    6. James Heckman & Pedro Carneiro, 2003. "Human Capital Policy," NBER Working Papers 9495, National Bureau of Economic Research, Inc.
    7. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    8. N. Luotonen & V. Puttonen & E. Rantapuska, 2022. "Ability, Educational Attainment, and Household Financial Distress," Journal of Consumer Policy, Springer, vol. 45(4), pages 655-672, December.
    9. Gordon Hanson & Chen Liu & Craig McIntosh, 2017. "The Rise and Fall of U.S. Low-Skilled Immigration," NBER Working Papers 23753, National Bureau of Economic Research, Inc.
    10. Torberg Falch & Sofia Sandgren, 2006. "The effect of education on cognitive ability," Working Paper Series 7306, Department of Economics, Norwegian University of Science and Technology.
    11. Dimitra Politi, 2010. "The Impact of Iodine Deficiency Eradication on Schooling: Evidence from the Introduction of Iodized Salt in Switzerland," Edinburgh School of Economics Discussion Paper Series 200, Edinburgh School of Economics, University of Edinburgh.
    12. Gareth D. Leeves, 2014. "Increasing returns to education and the impact on social capital," Education Economics, Taylor & Francis Journals, vol. 22(5), pages 449-470, October.
    13. Bago, Jean-Louis & Souratié, Wamadini M. & Ouédraogo, Ernest & Zahonogo, Pam, 2022. "Human Capital and Women’s Informal Work: Theory and Evidence," Journal of Economic Development, The Economic Research Institute, Chung-Ang University, vol. 47(3), pages 1-28, September.
    14. Capatina, Elena, 2014. "Skills and the evolution of wage inequality," Labour Economics, Elsevier, vol. 28(C), pages 41-57.
    15. M. Christopher Auld & Nirmal Sidhu, 2005. "Schooling, cognitive ability and health," Health Economics, John Wiley & Sons, Ltd., vol. 14(10), pages 1019-1034, October.
    16. Nicholas W. Papageorge & Kevin Thom, 2017. "Genes, Education, and Labor Market Outcomes: Evidence from the Health and Retirement Study," Upjohn Working Papers 17-273, W.E. Upjohn Institute for Employment Research.
    17. Flavio Cunha & Fatih Karahan & Ilton Soares, 2011. "Returns to Skills and the College Premium," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(s1), pages 39-86, August.
    18. Myck, Michal & Nici?ska, Anna & Morawski, Leszek, 2009. "Count Your Hours: Returns to Education in Poland," IZA Discussion Papers 4332, Institute of Labor Economics (IZA).
    19. Heckman, James J. & Loughlin, Colleen P., 2021. "Athletes Greatly Benefit from Participation in Sports at the College and Secondary Level," IZA Discussion Papers 14584, Institute of Labor Economics (IZA).
    20. Kevin Denny & Vincent O'sullivan, 2007. "Can education compensate for low ability? Evidence from British data," Applied Economics Letters, Taylor & Francis Journals, vol. 14(9), pages 657-660.
    21. Angel de la Fuente, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 576.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    22. Hendricks, Lutz & Schoellman, Todd, 2009. "Student Abilities During the Expansion of U.S. Education, 1950-2000," MPRA Paper 12798, University Library of Munich, Germany.
    23. Thomas Deckers & Armin Falk & Fabian Kosse & Hannah Hannah Schildberg-Horisch, 2016. "How Does Socio-Economic Status Shape a Child's Personality?," Working Papers 2016-002, Human Capital and Economic Opportunity Working Group.
    24. Jutta Viinikainen & Katja Kokko & Lea Pulkkinen & Jaakko Pehkonen, 2010. "Personality and Labour Market Income: Evidence from Longitudinal Data," LABOUR, CEIS, vol. 24(2), pages 201-220, June.
    25. Dan A. Black & Jeffrey Smith, 2003. "How Robust is the Evidence on the Effects of College Quality? Evidence From Matching," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20033, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    26. Michał Myck, 2010. "Wages and Ageing: Is There Evidence for the ‘Inverse‐U’ Profile?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(3), pages 282-306, June.
    27. Eliasson, Kent, 2006. "The Role of Ability in Estimating the Returns to College Choice: New Swedish Evidence," Umeå Economic Studies 691, Umeå University, Department of Economics.
    28. Weili Ding & Steven F. Lehrer, 2014. "Understanding the Role of Time-Varying Unobserved Ability Heterogeneity in Education Production," NBER Working Papers 19937, National Bureau of Economic Research, Inc.
    29. Calderón, María Cecilia & Hoddinott, John, 2011. "The Inter-Generational Transmission of Cognitive Abilities in Guatemala," IDB Publications (Working Papers) 3105, Inter-American Development Bank.
    30. Justin L. Tobias & Mingliang Li, 2004. "Returns to Schooling and Bayesian Model Averaging: A Union of Two Literatures," Journal of Economic Surveys, Wiley Blackwell, vol. 18(2), pages 153-180, April.
    31. Armin Falk & Fabian Kosse & Pia Pinger & Hannah Schildberg-Hörisch & Thomas Deckers, 2019. "Socio-Economic Status and Inequalities in Children's IQ and Economic Preferences," CRC TR 224 Discussion Paper Series crctr224_2019_111, University of Bonn and University of Mannheim, Germany.
    32. Fasih, Tazeen & Kingdon, Geeta & Patrinos, Harry Anthony & Sakellariou, Chris & Soderbom, Mans, 2012. "Heterogeneous returns to education in the labor market," Policy Research Working Paper Series 6170, The World Bank.
    33. Manuel Salas Velasco, 2004. "Rendimientos privados de las inversiones en educación superior a partir de ecuaciones de ingresos," Hacienda Pública Española / Review of Public Economics, IEF, vol. 169(2), pages 87-117, June.
    34. Koop, Gary M & Tobias, Justin, 2006. "Semiparametric Bayesian Inference in Smooth Coefficient Models," Staff General Research Papers Archive 12202, Iowa State University, Department of Economics.
    35. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data (version 3.1)," Working Papers 200420, School of Economics, University College Dublin.
    36. Jesus Fernández-Villaverde & Dirk Krueger, 2007. "Consumption over the Life Cycle: Facts from Consumer Expenditure Survey Data," The Review of Economics and Statistics, MIT Press, vol. 89(3), pages 552-565, August.
    37. Kamhöfer, Daniel & Schmitz, Hendrik, 2013. "Analyzing Zero Returns to Education in Germany: Heterogeneous Effects and Skill Formation," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79910, Verein für Socialpolitik / German Economic Association.
    38. Brad J. Hershbein, 2013. "Worker Signals among New College Graduates: The Role of Selectivity and GPA," Upjohn Working Papers 13-190, W.E. Upjohn Institute for Employment Research.
    39. Eric A. Hanushek, 2004. "Some Simple Analytics of School Quality," NBER Working Papers 10229, National Bureau of Economic Research, Inc.
    40. Patrick Bennett, 2021. "The Work-To-School Transition: Job Displacement and Skill Upgrading among Young High School Dropouts," CESifo Working Paper Series 9417, CESifo.
    41. Eric Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Discussion Papers 07-034, Stanford Institute for Economic Policy Research.
    42. Silke Anger & Guido Heineck, 2010. "Do smart parents raise smart children? The intergenerational transmission of cognitive abilities," Journal of Population Economics, Springer;European Society for Population Economics, vol. 23(3), pages 1105-1132, June.
    43. Strulik, Holger, 2013. "Health and education: Understanding the gradient," University of Göttingen Working Papers in Economics 172, University of Goettingen, Department of Economics.
    44. Eric A. Hanushek, 2008. "Incentives for Efficiency and Equity in the School System," Perspektiven der Wirtschaftspolitik, Verein für Socialpolitik, vol. 9(s1), pages 5-27, May.
    45. Anger, Silke & Heineck, Guido, 2010. "Cognitive Abilities and Earnings – First Evidence for Germany," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 17(7), pages 699-702.
    46. Lance Lochner & Youngki Shin, 2014. "Understanding Earnings Dynamics: Identifying and Estimating the Changing Roles of Unobserved Ability, Permanent and Transitory Shocks," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20142, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    47. Silke Anger, 2011. "The Intergenerational Transmission of Cognitive and Non-Cognitive Skills During Adolescence and Young Adulthood," Working Papers 2011-023, Human Capital and Economic Opportunity Working Group.
    48. Jess Benhabib & Alberto Bisin, 2006. "The distribution of wealth and redistributive policies," 2006 Meeting Papers 368, Society for Economic Dynamics.
    49. Dimitra Politi, 2010. "The effects of the generalized use of iodized salt on occupational patterns in Switzerland," Edinburgh School of Economics Discussion Paper Series 202, Edinburgh School of Economics, University of Edinburgh.
    50. Hans‐Peter Y. Qvist & Anders Holm & Martin D. Munk, 2021. "Demand and Supply Effects and Returns to College Education: Evidence from a Natural Experiment with Engineers in Denmark," Scandinavian Journal of Economics, Wiley Blackwell, vol. 123(2), pages 676-704, April.
    51. Austria Carlos, Marco Antonio & Venegas-Martínez, Francisco, 2011. "Rendimientos privados de la educación superior en México en 2006. Un modelo de corrección del sesgo por autoselección," El Trimestre Económico, Fondo de Cultura Económica, vol. 0(310), pages 441-468, abril-jun.
    52. Strulik, Holger, 2016. "An Economic Theory of Religious Belief," VfS Annual Conference 2016 (Augsburg): Demographic Change 145591, Verein für Socialpolitik / German Economic Association.
    53. Marsh, L.C.Lawrence C., 2004. "The econometrics of higher education: editor's view," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 1-18.
    54. Marigee Bacolod & V. Joseph Hotz, 2005. "Cohort Changes in the Transition from School to Work: What Changed and What Consequences Did it have for Wages?," Working Papers 050618, University of California-Irvine, Department of Economics.
    55. Hanushek, Eric A., 2006. "Alternative school policies and the benefits of general cognitive skills," Economics of Education Review, Elsevier, vol. 25(4), pages 447-462, August.
    56. David Newhouse & Daniel Suryadarma, 2011. "The Value of Vocational Education: High School Type and Labor Market Outcomes in Indonesia," The World Bank Economic Review, World Bank, vol. 25(2), pages 296-322, May.
    57. Hanushek Eric A., 2005. "The Economics of School Quality," German Economic Review, De Gruyter, vol. 6(3), pages 269-286, August.
    58. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data (version 3.0)," Open Access publications 10197/170, School of Economics, University College Dublin.
    59. Cid, Alejandro & Ferrés, Daniel, 2010. "The coexistence of Degree-Premium and High-Dropout Rates in the Uruguayan Secondary Education: an Incentives Problem," MPRA Paper 39912, University Library of Munich, Germany.
    60. Strulik, Holger, 2016. "The return to education in terms of wealth and health," University of Göttingen Working Papers in Economics 293, University of Goettingen, Department of Economics.
    61. Dong, Hao & Otsu, Taisuke & Taylor, Luke, 2022. "Estimation of varying coefficient models with measurement error," LSE Research Online Documents on Economics 108147, London School of Economics and Political Science, LSE Library.
    62. Harold Alderman, 2011. "No Small Matter : The Impact of Poverty, Shocks, and Human Capital Investments in Early Childhood Development," World Bank Publications - Books, The World Bank Group, number 2266.
    63. David J. Deming, 2015. "The Growing Importance of Social Skills in the Labor Market," NBER Working Papers 21473, National Bureau of Economic Research, Inc.
    64. Ozawa, Sachiko & Laing, Sarah K. & Higgins, Colleen R. & Yemeke, Tatenda T. & Park, Christine C. & Carlson, Rebecca & Ko, Young Eun & Guterman, L. Beryl & Omer, Saad B., 2022. "Educational and economic returns to cognitive ability in low- and middle-income countries: A systematic review," World Development, Elsevier, vol. 149(C).
    65. Yang, Juan & Qiu, Muyuan, 2016. "The impact of education on income inequality and intergenerational mobility," China Economic Review, Elsevier, vol. 37(C), pages 110-125.
    66. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data (version 3.2)," Open Access publications 10197/943, School of Economics, University College Dublin.
    67. Maria De Paola, 2011. "Easy grading practices and supply–demand factors: evidence from Italy," Empirical Economics, Springer, vol. 41(2), pages 227-246, October.
    68. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE.
    69. Lina Cardona-Sosa & Carlos Medina, 2016. "The Effects of In utero Programs on Birth Outcomes: The Case of “Buen Comienzo” *** El Efecto de Programas dirigidos a Madres Gestantes en Indicadores al Nacer: El caso de “Buen Comienzo”," Borradores de Economia 955, Banco de la Republica de Colombia.
    70. Ireland, Norman & Naylor, Robin A. & Smith, Jeremy & Telhaj, Shqiponja, 2009. "Educational Returns, ability composition and cohort effects : theory and evidence for cohorts of early-career UK graduates," The Warwick Economics Research Paper Series (TWERPS) 906, University of Warwick, Department of Economics.
    71. Takaaki Aoki, 2008. "Proposed separability restriction tests using nonparametric regression methods," Applied Economics Letters, Taylor & Francis Journals, vol. 15(12), pages 949-954.
    72. David McKenzie, 2002. "Distangling Age, Cohort and Time Effects in the Additive Model," Working Papers 02009, Stanford University, Department of Economics.
    73. Sofie J. Cabus & Carla Haelermans, 2017. "Work or Schooling? On the Return to Gaining In-School Work Experiences," British Journal of Industrial Relations, London School of Economics, vol. 55(1), pages 34-57, March.
    74. Plamen Nikolov & Nusrat Jimi, 2020. "The Importance of Cognitive Domains and the Returns to Schooling in South Africa: Evidence from Two Labor Surveys," Papers 2006.00739, arXiv.org, revised Jun 2020.
    75. Nicholas Biddle, 2006. "Does it pay for Indigenous youth to go to school? Variation in the predicted economic benefits of High School," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 9(2), pages 173-199, June.
    76. Marc‐André Luik & Amelia Guha Thakurta & Dennis Wesselbaum, 2021. "Child health, human capital, and adult financial behavior," Health Economics, John Wiley & Sons, Ltd., vol. 30(11), pages 2722-2750, November.
    77. Qian Liu & Lance Lochner & Youngmin Park & Youngki Shin, 2020. "Returns to Skill and the Evolution of Skills for Older Men," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20205, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    78. Richard Blundell & Lorraine Dearden & Barbara Sianesi, 2003. "Evaluating the impact of education on earnings in the UK: Models, methods and results from the NCDS," IFS Working Papers W03/20, Institute for Fiscal Studies.
    79. Hesham ABDEL-RAHMAN, 2010. "Trade, Urban Systems, and Labor Markets," Regional and Urban Modeling 284100000, EcoMod.
    80. Àlexandr Knobel & Ilya Sokolov & Elizaveta Khudko, 2011. "The Impact of State Expenditure on the Quality of General Education in Russia," Research Paper Series, Gaidar Institute for Economic Policy, issue 152P.
    81. Chandra Muller, 2015. "Measuring Education and Skill," The ANNALS of the American Academy of Political and Social Science, , vol. 657(1), pages 136-148, January.
    82. Tyler, John H., 2004. "Basic skills and the earnings of dropouts," Economics of Education Review, Elsevier, vol. 23(3), pages 221-235, June.
    83. Hans-Peter Y. Qvist & Anders Holm & Martin D. Munk, 2016. "Demand and Supply Effects and Returns to College Education - Evidence from a Natural Experiment with Engineers in Denmark," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20164, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    84. Gonzalo Castex & Evgenia Dechter, 2013. "The Changing Roles of Education and Ability in Wage Determination," Working Papers Central Bank of Chile 704, Central Bank of Chile.
    85. Nicole Simpson & Felicia Ionescu, 2010. "Credit Scores and College Investment," 2010 Meeting Papers 666, Society for Economic Dynamics.
    86. David Haardt, 2007. "Cognitive functioning and labour force participation among older men and women in England," Social and Economic Dimensions of an Aging Population Research Papers 222, McMaster University.
    87. Eric A. Hanushek, 2002. "The Long Run Importance of School Quality," NBER Working Papers 9071, National Bureau of Economic Research, Inc.
    88. Michalis Drouvelis & Johannes Lohse, 2020. "Cognitive abilities and risk taking: the role of preferences," Discussion Papers 20-02, Department of Economics, University of Birmingham.
    89. Hadavand, Aboozar & Thomas, Sarah M & Almasi, Pooya & Gharehgozli, Orkideh, 2019. "Relevance of Education to Occupation: A New Empirical Approach Based on College Courses," OSF Preprints 8ysgz, Center for Open Science.
    90. Anna Christina D'Addio, 2007. "Intergenerational Transmission of Disadvantage: Mobility or Immobility Across Generations?," OECD Social, Employment and Migration Working Papers 52, OECD Publishing.
    91. Koop, Gary M & Poirier, Dale J & Tobias, Justin, 2005. "Semiparametric Bayesian Inference in Multiple Equation Models," Staff General Research Papers Archive 12009, Iowa State University, Department of Economics.
    92. World Bank & National Research University – Higher School of Economics, 2013. "Developing Skills for Innovative Growth in the Russian Federation," World Bank Publications - Reports 16100, The World Bank Group.

  20. Aakvik, A. & Heckman, J.J. & Vytlacil, E.J., 1999. "Training Effects on Employment when the Training Effects are Heterogenous : an Application to Norwegian Vocational Rehabilitation Programs," Norway; Department of Economics, University of Bergen 0599, Department of Economics, University of Bergen.

    Cited by:

    1. Hansen, Karsten T & Heckman, James J & Mullen, Kathleen J, 2003. "The effect of schooling and ability on achievement test scores," Working Paper Series 2003:13, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    2. Heckman, James J., 2010. "The Assumptions Underlying Evaluation Estimators," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 30(2), December.
    3. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc.
    4. Carneiro, Pedro & Hansen, Karsten & Heckman, James, 2003. "Estimating distributions of treatment effects with an application to the returns to schooling and measurement of the effects of uncertainty on college choice," Working Paper Series 2003:9, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    5. Heckman, James J. & Pinto, Rodrigo, 2023. "Econometric Causality: The Central Role of Thought Experiments," IZA Discussion Papers 16646, Institute of Labor Economics (IZA).
    6. James J. Heckman & Rodrigo Pinto, 2022. "Causality and Econometrics," NBER Working Papers 29787, National Bureau of Economic Research, Inc.
    7. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute of Labor Economics (IZA).
    8. Melkersson, Maria, 1999. "Policy programmes only for a few? Participation in labour market programmes among Swedish disabled workers," Working Paper Series 1999:1, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    9. Markus Frölich & Almas Heshmati & Michael Lechner, 2004. "A microeconometric evaluation of rehabilitation of long-term sickness in Sweden," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(3), pages 375-396.
    10. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529.
    11. Cunha, Flavio & Heckman, James, 2008. "A New Framework For The Analysis Of Inequality," Macroeconomic Dynamics, Cambridge University Press, vol. 12(S2), pages 315-354, September.
    12. James J. Heckman, 2008. "The Principles Underlying Evaluation Estimators with an Application to Matching," Annals of Economics and Statistics, GENES, issue 91-92, pages 9-73.
    13. Heckman, James J. & Vytlacil, Edward J., 2000. "The relationship between treatment parameters within a latent variable framework," Economics Letters, Elsevier, vol. 66(1), pages 33-39, January.
    14. Sebastian Galiani & Juan Pantano, 2021. "Structural Models: Inception and Frontier," NBER Working Papers 28698, National Bureau of Economic Research, Inc.

  21. John Cawley & James Heckman & Edward Vytlacil, 1998. "Understanding the Role of Cognitive Ability in Accounting for the Recent Rise in the Economic Return to Education," NBER Working Papers 6388, National Bureau of Economic Research, Inc.

    Cited by:

    1. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    2. Salvador Navarro & Jin Zhou, 2017. "Identifying Agent's Information Sets: an Application to a Lifecycle Model of Schooling, Consumption, and Labor Supply," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 58-92, April.
    3. Prettner, Klaus & Bloom, David E. & Strulik, Holger, 2013. "Declining fertility and economic well-being: Do education and health ride to the rescue?," Labour Economics, Elsevier, vol. 22(C), pages 70-79.
    4. Mañé Vernet, Ferran, 2010. "El retorno a las competencias para los titulados universitarios catalanes," Working Papers 2072/179591, Universitat Rovira i Virgili, Department of Economics.
    5. James J. Heckman, 1998. "Detecting Discrimination," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 101-116, Spring.
    6. Cunha, Flavio & Heckman, James J. & Lochner, Lance John & Masterov, Dimitriy V., 2005. "Interpreting the Evidence on Life Cycle Skill Formation," IZA Discussion Papers 1675, Institute of Labor Economics (IZA).
    7. Felfe, Christina & Lechner, Michael & Steinmayr, Andreas, 2016. "Sports and Child Development," Munich Reprints in Economics 37862, University of Munich, Department of Economics.
    8. M. Christopher Auld & Nirmal Sidhu, 2005. "Schooling, cognitive ability and health," Health Economics, John Wiley & Sons, Ltd., vol. 14(10), pages 1019-1034, October.
    9. Serneels, Pieter, 2008. "Human capital revisited: The role of experience and education when controlling for performance and cognitive skills," Labour Economics, Elsevier, vol. 15(6), pages 1143-1161, December.
    10. Philippe Belley & Marc Frenette & Lance Lochner, 2011. "Post-Secondary Attendance by Parental Income in the U.S. and Canada: What Role for Financial Aid Policy?," NBER Working Papers 17218, National Bureau of Economic Research, Inc.
    11. Galindo-Rueda, Fernando, 2003. "Employer Learning and Schooling-Related Statistical Discrimination in Britain," IZA Discussion Papers 778, Institute of Labor Economics (IZA).
    12. Lance J. Lochner, 2009. "The Nature of Credit Constraints and Human Capital," 2009 Meeting Papers 745, Society for Economic Dynamics.
    13. Chay, Kenneth Y. & Lee, David S., 2000. "Changes in relative wages in the 1980s Returns to observed and unobserved skills and black-white wage differentials," Journal of Econometrics, Elsevier, vol. 99(1), pages 1-38, November.
    14. Kevin Denny & Vincent O'sullivan, 2007. "Can education compensate for low ability? Evidence from British data," Applied Economics Letters, Taylor & Francis Journals, vol. 14(9), pages 657-660.
    15. Angel de la Fuente, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 576.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    16. Kevin J Denny & Colm P Harmon & Vincent O’Sullivan, 2003. "Functional Literacy, Educational Attainment and Earnings - A Multi-Country Comparison," Working Papers 200319, School of Economics, University College Dublin.
    17. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data (version 3.1)," Working Papers 200420, School of Economics, University College Dublin.
    18. Philippe Belley & Lance Lochner, 2007. "The Changing Role of Family Income and Ability in Determining Educational Achievement," NBER Working Papers 13527, National Bureau of Economic Research, Inc.
    19. James Heckman & Edward Vytlacil, 2000. "Identifying the Role of Cognitive Ability in Explaining the Level of and Change in the Return to Schooling," NBER Working Papers 7820, National Bureau of Economic Research, Inc.
    20. Paolo Buonanno, 2003. "The Socioeconomic Determinants of Crime. A Review of the Literature," Working Papers 63, University of Milano-Bicocca, Department of Economics, revised Nov 2003.
    21. Eric A. Hanushek, 2008. "Incentives for Efficiency and Equity in the School System," Perspektiven der Wirtschaftspolitik, Verein für Socialpolitik, vol. 9(s1), pages 5-27, May.
    22. Bleemer, Zachary & Brown, Meta & Lee, Donghoon & Strair, Katherine & van der Klaauw, Wilbert, 2021. "Echoes of rising tuition in students’ borrowing, educational attainment, and homeownership in post-recession America," Journal of Urban Economics, Elsevier, vol. 122(C).
    23. James J. Heckman, 1999. "Policies to Foster Human Capital," NBER Working Papers 7288, National Bureau of Economic Research, Inc.
    24. Fasih, Tazeen & Patrinos, Harry Anthony & Sakellariou, Chris, 2013. "Functional literacy, heterogeneity and the returns to schooling : multi-country evidence," Policy Research Working Paper Series 6697, The World Bank.
    25. Naylor, Robin A. & Smith, Jeremy, 2009. "Ability Bias, Skewness and the College Wage Premium," Economic Research Papers 271293, University of Warwick - Department of Economics.
    26. Rose, Heather, 2006. "Do gains in test scores explain labor market outcomes?," Economics of Education Review, Elsevier, vol. 25(4), pages 430-446, August.
    27. Flavio Cunha, 2005. "The Complementarity and Self Productivity of Human Capital Investments in a SDGE Economy with Altruism and Lifetime Liquidity Constraints," 2005 Meeting Papers 351, Society for Economic Dynamics.
    28. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE.
    29. Ireland, Norman & Naylor, Robin A. & Smith, Jeremy & Telhaj, Shqiponja, 2009. "Educational Returns, ability composition and cohort effects : theory and evidence for cohorts of early-career UK graduates," The Warwick Economics Research Paper Series (TWERPS) 906, University of Warwick, Department of Economics.
    30. Colm Harmon & Kevin Denny & Vincent O'Sullivan, 2003. "Education, earnings and skills : a multi-country comparison," Open Access publications 10197/649, School of Economics, University College Dublin.
    31. Philippe Belley & Marc Frenette & Lance Lochner, 2010. "Post-Secondary Attendance by Parental Income: Comparing the U.S. and Canada," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20103, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    32. Gonzalo Castex & Evgenia Dechter, 2013. "The Changing Roles of Education and Ability in Wage Determination," Working Papers Central Bank of Chile 704, Central Bank of Chile.
    33. Melissa Osborne & Herbert Gintis & Samuel Bowles, 2001. "The Determinants of Earnings: A Behavioral Approach," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1137-1176, December.
    34. Eric A. Hanushek, 2002. "The Long Run Importance of School Quality," NBER Working Papers 9071, National Bureau of Economic Research, Inc.
    35. Conti, Gabriella & Hansman, Christopher, 2013. "Personality and the education–health gradient: A note on “Understanding differences in health behaviors by education”," Journal of Health Economics, Elsevier, vol. 32(2), pages 480-485.
    36. Yih-chyi Chuang and Wei-wen Lai, 2017. "Returns to Human Capital and Wage Inequality: The Case of Taiwan," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 42(3), pages 61-88, September.
    37. Tenn, Steven & Herman, Douglas A. & Wendling, Brett, 2010. "The role of education in the production of health: An empirical analysis of smoking behavior," Journal of Health Economics, Elsevier, vol. 29(3), pages 404-417, May.
    38. Caroline M. Hoxby & Bridget Terry, 1999. "Explaining Rising Income and wage Inequality Among the College Educated," NBER Working Papers 6873, National Bureau of Economic Research, Inc.
    39. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.

  22. John Cawley & James Heckman & Edward Vytlacil, 1998. "Meritocracy in America: An Examination of Wages Within and Across Occupations," NBER Working Papers 6446, National Bureau of Economic Research, Inc.

    Cited by:

    1. Erik Plug & Wim Vijverberg, 2003. "Schooling, Family Background, and Adoption: Is It Nature or Is It Nurture?," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 611-641, June.
    2. Joseph K. Kaboski, 2009. "Education, Sectoral Composition and Growth," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 12(1), pages 168-182, January.
    3. Veenman, J. & Heij, C., 2008. "Immigrant gender convergence in education and on the labor market," Econometric Institute Research Papers EI 2008-16, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    4. Liang Zhao & Joyce P. Jacobsen, 2006. "Revisiting The Bell Curve Debate Regarding the Effects of Cognitive Ability on Wages," Wesleyan Economics Working Papers 2006-026, Wesleyan University, Department of Economics.
    5. Gould, Eric D., 2005. "Inequality and ability," Labour Economics, Elsevier, vol. 12(2), pages 169-189, April.
    6. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE.
    7. Fan, C. Simon & Wei, Xiangdong & Zhang, Junsen, 2005. "'Soft' Skills, 'Hard' Skills, and the Black/White Earnings Gap," IZA Discussion Papers 1804, Institute of Labor Economics (IZA).
    8. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.

  23. John Cawley & Karen Conneely & James Heckman & Edward Vytlacil, 1996. "Cognitive Ability, Wages, and Meritocracy," NBER Working Papers 5645, National Bureau of Economic Research, Inc.

    Cited by:

    1. Jeremy Verlinda, 2006. "A comparison of two common approaches for estimating marginal effects in binary choice models," Applied Economics Letters, Taylor & Francis Journals, vol. 13(2), pages 77-80.
    2. Garett Jones, 2006. "IQ in the Ramsey Model: A Naive Calibration," DEGIT Conference Papers c011_063, DEGIT, Dynamics, Economic Growth, and International Trade.
    3. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc.
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Articles

  1. Wei Jiang & Ashlyn Aiko Nelson & Edward Vytlacil, 2014. "Liar's Loan? Effects of Origination Channel and Information Falsification on Mortgage Delinquency," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 1-18, March.

    Cited by:

    1. Asim Khwaja & Rajkamal Iyer & Erzo Luttmer & Kelly Shue, 2013. "Screening Peers Softly: Inferring the Quality of Small Borrowers," CID Working Papers 259, Center for International Development at Harvard University.
    2. Agarwal, Sumit & Amromin, Gene & Ben-David, Itzhak & Evanoff, Douglas D., 2016. "Loan Product Steering in Mortgage Markets," Working Paper Series 2016-18, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    3. Kristopher Gerardi & Paul S. Willen & David Hao Zhang, 2020. "Mortgage Prepayment, Race, and Monetary Policy," Working Papers 20-7, Federal Reserve Bank of Boston.
    4. Jason Allen & Robert Clark & Jean-François Houde & Shaoteng Li & Anna Trubnikova, 2023. "The Role of Intermediaries in Selection Markets: Evidence from Mortgage Lending," Staff Working Papers 23-12, Bank of Canada.
    5. Kiana Basiri & Babak Mahmoudi, 2021. "Possible income misstatement on mortgage loan applications: Evidence from the Canadian housing market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(3), pages 917-935, September.
    6. James N. Conklin & Moussa Diop & Thao Le & Walter D’Lima, 2019. "The Importance of Originator-Servicer Affiliation in Loan Renegotiation," The Journal of Real Estate Finance and Economics, Springer, vol. 59(1), pages 56-89, July.
    7. Sumit Agarwal & Itzhak Ben-David & Vincent Yao, 2013. "Collateral Valuation and Borrower Financial Constraints: Evidence from the Residential Real Estate Market," NBER Working Papers 19606, National Bureau of Economic Research, Inc.
    8. Sumit Agarwal & Gene Amromin & Itzhak Ben-David & Souphala Chomsisengphet & Douglas D. Evanoff, 2013. "Predatory Lending and the Subprime Crisis," NBER Working Papers 19550, National Bureau of Economic Research, Inc.
    9. Chen, Shiyi & Gu, Yan & Liu, Qingfu & Tse, Yiuman, 2020. "How do lenders evaluate borrowers in peer-to-peer lending in China?," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 651-662.
    10. van der Plaat, Mark, 2020. "Loan sales and the tyranny of tistance in U.S. residential mortgage lending," MPRA Paper 107519, University Library of Munich, Germany, revised 20 Apr 2021.
    11. Marsha J. Courchane & Stephen L. Ross, 2018. "Evidence and Actions on Mortgage Market Disparities: Research, Fair lending Enforcement and Consumer Protection," Working papers 2018-14, University of Connecticut, Department of Economics.
    12. Griffin, John M. & Kruger, Samuel & Maturana, Gonzalo, 2021. "What drove the 2003–2006 house price boom and subsequent collapse? Disentangling competing explanations," Journal of Financial Economics, Elsevier, vol. 141(3), pages 1007-1035.
    13. Eid, Nourhan & Maltby, Josephine & Talavera, Oleksandr, 2016. "Income Rounding and Loan Performance in the Peer-to-Peer Market," MPRA Paper 72852, University Library of Munich, Germany.
    14. Kelly, Robert & O'Malley, Terry & O'Toole, Conor, 2014. "Do first time buyers default less? Implications for macro-prudential policy," Economic Letters 14/EL/14, Central Bank of Ireland.
    15. Dror Parnes, 2023. "Typical States and Their Risks for Mortgage Loans," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 21(2), pages 395-415, June.
    16. Bhaumik, Sumon Kumar & Owolabi, Oluwarotimi & Pal, Sarmistha, 2018. "Private information, institutional distance, and the failure of cross-border acquisitions: Evidence from the banking sector in Central and Eastern Europe," Journal of World Business, Elsevier, vol. 53(4), pages 504-513.
    17. Griffin, John M. & Kruger, Samuel & Maturana, Gonzalo, 2019. "Do labor markets discipline? Evidence from RMBS bankers," Journal of Financial Economics, Elsevier, vol. 133(3), pages 726-750.
    18. van der Plaat, Mark T., 2021. "How to Measure Securitization: A Structural Equation Approach," MPRA Paper 109735, University Library of Munich, Germany.
    19. Manuel Adelino & Antoinette Schoar & Felipe Severino, 2015. "Loan Originations and Defaults in the Mortgage Crisis: Further Evidence," NBER Working Papers 21320, National Bureau of Economic Research, Inc.
    20. Brent W. Ambrose & Moussa Diop & Walter D’Lima & Mark Thibodeau, 2019. "Risk and Performance of Mutual Funds’ Securitized Mortgage Investments," The Journal of Real Estate Finance and Economics, Springer, vol. 59(4), pages 515-548, November.
    21. Marco Di Maggio & Amir Kermani & Sanket Korgaonkar, 2019. "Partial Deregulation and Competition: Effects on Risky Mortgage Origination," Management Science, INFORMS, vol. 65(10), pages 4676-4711, October.
    22. Oleksandr Talavera & Haofeng Xu, 2018. "Role of Verification in Peer-to-Peer Lending," Working Papers 2018-25, Swansea University, School of Management.
    23. Atif Mian & Amir Sufi, 2017. "Fraudulent Income Overstatement on Mortgage Applications During the Credit Expansion of 2002 to 2005," The Review of Financial Studies, Society for Financial Studies, vol. 30(6), pages 1832-1864.
    24. Bin Wei & Feng Zhao, 2022. "Racial Disparities in Mortgage Lending: New Evidence Based on Processing Time," FRB Atlanta Working Paper 2022-1, Federal Reserve Bank of Atlanta.
    25. Arpit Gupta & Christopher Hansman, 2022. "Selection, Leverage, and Default in the Mortgage Market," The Review of Financial Studies, Society for Financial Studies, vol. 35(2), pages 720-770.
    26. Ambrose, Brent W. & Coulson, N. Edward & Yoshida, Jiro, 2018. "Reassessing Taylor rules using improved housing rent data," Journal of Macroeconomics, Elsevier, vol. 56(C), pages 243-257.
    27. Rojas, Alejandro, 2021. "Mortgage credit growth for lower-income borrowers during the 2000s housing boom: Evidence and implications," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 220-233.
    28. Tzioumis, Konstantinos, 2017. "Mortgage (mis)pricing: The case of co-borrowers," Journal of Urban Economics, Elsevier, vol. 99(C), pages 79-93.
    29. James Conklin & W. Scott Frame & Kristopher Gerardi & Haoyang Liu, 2018. "Villains or Scapegoats? The Role of Subprime Borrowers in Driving the U.S. Housing Boom," FRB Atlanta Working Paper 2018-10, Federal Reserve Bank of Atlanta.
    30. W. Scott Frame & Larry Wall & Lawrence J. White, 2018. "Technological Change and Financial Innovation in Banking: Some Implications for FinTech," Working Papers 18-28, New York University, Leonard N. Stern School of Business, Department of Economics.
    31. Andra C. Ghent & Ruben Hernandez-Murillo & Michael T. Owyang, 2012. "Did affordable housing legislation contribute to the subprime securities boom?," Working Papers 2012-005, Federal Reserve Bank of St. Louis.
    32. Shi, Lan & Zhang, Yan, 2018. "The effect of mortgage broker licensing under the originate-to-distribute model: Evidence from the U.S. mortgage market," Journal of Financial Intermediation, Elsevier, vol. 35(PA), pages 70-85.
    33. Robert Shimer & Ivan Werning, 2019. "Efficiency and information transmission in bilateral trading," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 33, pages 154-176, July.
    34. Serena Gallo, 2021. "Fintech platforms: Lax or careful borrowers’ screening?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-33, December.
    35. van der Plaat, Mark & Spierdijk, Laura, 2020. "Recourse, asymmetric information, and credit risk over the business cycle," MPRA Paper 104718, University Library of Munich, Germany.
    36. Yang, Ling, 2022. "An information quality-based explanation for loan loss allowance inadequacy during the 2008 financial crisis," Journal of Accounting and Economics, Elsevier, vol. 73(1).
    37. Zhao, Yunhui, 2016. "Got Hurt for What You Paid? Revisiting Government Subsidy in the U.S. Mortgage Market," MPRA Paper 81083, University Library of Munich, Germany, revised 01 Aug 2017.
    38. Akın, Zafer, 2023. "Direct lying or playing the victim? An experimental study," Journal of Economic Behavior & Organization, Elsevier, vol. 216(C), pages 150-169.
    39. Manuel Adelino & W. Scott Frame & Kristopher Gerardi, 2014. "The Effect of Large Investors on Asset Quality: Evidence from Subprime Mortgage Securities," FRB Atlanta Working Paper 2014-4, Federal Reserve Bank of Atlanta.
    40. Jiang, Jinglin & Liao, Li & Lu, Xi & Wang, Zhengwei & Xiang, Hongyu, 2021. "Deciphering big data in consumer credit evaluation," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 28-45.
    41. McCarthy, Yvonne & McQuinn, Kieran, 2017. "Credit conditions in a boom and bust property market: Insights for macro-prudential policy," The Quarterly Review of Economics and Finance, Elsevier, vol. 64(C), pages 171-182.
    42. Yilin Huang & Taylor D. Nadauld, 2019. "A Direct Test of Agency Theories of Debt: Evidence from Residential Mortgage-Backed Securities," Management Science, INFORMS, vol. 65(4), pages 1792-1809, April.
    43. O’Toole, Conor & Slaymaker, Rachel, 2021. "Repayment capacity, debt service ratios and mortgage default: An exploration in crisis and non-crisis periods," Journal of Banking & Finance, Elsevier, vol. 133(C).
    44. Manuel Adelino & Antoinette Schoar & Felipe Severino, 2015. "Loan Originations and Defaults in the Mortgage Crisis: The Role of the Middle Class," NBER Working Papers 20848, National Bureau of Economic Research, Inc.
    45. Egle Jakucionyte & Swapnil Singh, 2019. "Mortgage Foreclosure Risk After the Great Recession," Bank of Lithuania Working Paper Series 69, Bank of Lithuania.
    46. Gaudêncio, João & Mazany, Agnieszka & Schwarz, Claudia, 2019. "The impact of lending standards on default rates of residential real estate loans," Occasional Paper Series 220, European Central Bank.
    47. James Conklin & Moussa Diop & Mingming Qiu, 2022. "Religion and Mortgage Misrepresentation," Journal of Business Ethics, Springer, vol. 179(1), pages 273-295, August.
    48. Feiler, Lauren, 2014. "Testing models of information avoidance with binary choice dictator games," Journal of Economic Psychology, Elsevier, vol. 45(C), pages 253-267.
    49. Fatih Tuluk, 2021. "Collateral Misrepresentation, External Auditing, and Optimal Supervisory Policy," Open Economies Review, Springer, vol. 32(5), pages 975-1016, November.
    50. Samuel Kruger & Gonzalo Maturana, 2021. "Collateral Misreporting in the Residential Mortgage-Backed Security Market," Management Science, INFORMS, vol. 67(5), pages 2729-2750, May.
    51. Kelly, Robert & O’Toole, Conor, 2018. "Mortgage default, lending conditions and macroprudential policy: Loan-level evidence from UK buy-to-lets," Journal of Financial Stability, Elsevier, vol. 36(C), pages 322-335.
    52. Milonas, Kristoffer, 2017. "The effect of foreclosure laws on securitization: Evidence from U.S. states," Journal of Financial Stability, Elsevier, vol. 33(C), pages 1-22.
    53. McQuinn, Kieran & O’Toole, Conor & Slaymaker, Rachel, 2021. "Credit access, macroprudential rules and policy interventions: Lessons for potential first time buyers," Journal of Policy Modeling, Elsevier, vol. 43(5), pages 944-963.
    54. Brent W. Ambrose & James Conklin & Jiro Yoshida, 2016. "Credit Rationing, Income Exaggeration, and Adverse Selection in the Mortgage Market," Journal of Finance, American Finance Association, vol. 71(6), pages 2637-2686, December.
    55. Billio, Monica & Dufour, Alfonso & Segato, Samuele & Varotto, Simone, 2023. "Complexity and the default risk of mortgage-backed securities," Journal of Banking & Finance, Elsevier, vol. 155(C).
    56. Deku, Solomon Y. & Kara, Alper & Marques-Ibanez, David, 2022. "Bank reputation and securitization quality: European evidence," Finance Research Letters, Elsevier, vol. 46(PB).
    57. Tim Zhang, 2022. "Uniform Mortgage Regulation and Distortion in Capital Allocation [Loan originations and defaults in the mortgage crisis: the role of the middle class]," Review of Finance, European Finance Association, vol. 26(4), pages 1011-1050.
    58. Hibbeln, Martin & Osterkamp, Werner, 2024. "The Impact of Risk Retention on Moral Hazard in the Securitization Market," Journal of Banking & Finance, Elsevier, vol. 163(C).
    59. Nelson Lind, 2017. "Credit Regimes and the Seeds of Crisis," 2017 Meeting Papers 1474, Society for Economic Dynamics.
    60. Stephen L. Ross & Yuan Wang, 2022. "Mortgage Lenders and the Geographic Concentration of Foreclosures," Working Papers 2022-001, Human Capital and Economic Opportunity Working Group.
    61. Erik Hembre & Stephanie Moulton & Matthew Record, 2021. "Low‐Income Homeownership and the Role of State Subsidies: A Comparative Analysis of Mortgage Outcomes," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(1), pages 78-106, January.
    62. Nam, Tong-yob & Oh, Seungjoon, 2021. "Non-recourse mortgage law and housing speculation," Journal of Banking & Finance, Elsevier, vol. 133(C).
    63. Solomon Y. Deku & Alper Kara & David Marques‐Ibanez, 2019. "Trustee reputation in securitization: When does it matter?," Financial Markets, Institutions & Instruments, John Wiley & Sons, vol. 28(2), pages 61-84, May.
    64. Slava Mikhed & Sahil Raina & Barry Scholnick & Man Zhang, 2022. "Debtor Fraud in Consumer Debt Renegotiation," Working Papers 22-35, Federal Reserve Bank of Philadelphia.
    65. Karen Pence, 2022. "Liquidity in the mortgage market: How does the COVID‐19 crisis compare with the global financial crisis?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(6), pages 1405-1424, November.
    66. Chris Cunningham & Kristopher Gerardi & Lily Shen, 2021. "The Double Trigger for Mortgage Default: Evidence from the Fracking Boom," Management Science, INFORMS, vol. 67(6), pages 3943-3964, June.
    67. Walter D'Lima & Luis Arturo Lopez, 2021. "Trustee affiliation and servicer oversight: Evidence from CMBS markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(3), pages 699-732, September.
    68. Akin, Zafer, 2022. "Playing the victim behavior: an experimental study," MPRA Paper 115532, University Library of Munich, Germany.
    69. Sumit Agarwal & Brent W. Ambrose & Vincent W. Yao, 2020. "Lender Steering in Residential Mortgage Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 48(2), pages 446-475, June.
    70. Adelino, Manuel & Gerardi, Kristopher & Hartman-Glaser, Barney, 2019. "Are lemons sold first? Dynamic signaling in the mortgage market," Journal of Financial Economics, Elsevier, vol. 132(1), pages 1-25.

  2. Jiang, Wei & Nelson, Ashlyn Aiko & Vytlacil, Edward, 2013. "Delinquency model predictive power among low-documentation loans," Economics Letters, Elsevier, vol. 120(2), pages 171-173.

    Cited by:

    1. Slaymaker, Rachel & O'Toole, Conor & McQuinn, Kieran & Fahy, Mike, 2018. "Monetary policy normalisation and mortgage arrears in a recovering economy: The case of the Irish residential market," Papers WP613, Economic and Social Research Institute (ESRI).
    2. Dror Parnes, 2023. "Typical States and Their Risks for Mortgage Loans," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 21(2), pages 395-415, June.
    3. Byrne, David & Kelly, Robert & O'Toole, Conor, 2017. "How does monetary policy pass-through affect mortgage default? Evidence from the Irish mortgage market," Research Technical Papers 04/RT/17, Central Bank of Ireland.
    4. Corrigan, Eoin & O'Toole, Conor & Slaymaker, 2020. "Credit demand in the Irish mortgage market: What is the gap and could public lending help?," Papers WP671, Economic and Social Research Institute (ESRI).
    5. O’Toole, Conor & Slaymaker, Rachel, 2021. "Repayment capacity, debt service ratios and mortgage default: An exploration in crisis and non-crisis periods," Journal of Banking & Finance, Elsevier, vol. 133(C).
    6. McQuinn, Kieran & O’Toole, Conor & Slaymaker, Rachel, 2021. "Credit access, macroprudential rules and policy interventions: Lessons for potential first time buyers," Journal of Policy Modeling, Elsevier, vol. 43(5), pages 944-963.

  3. Bhattacharya, Jay & Shaikh, Azeem M. & Vytlacil, Edward, 2012. "Treatment effect bounds: An application to Swan–Ganz catheterization," Journal of Econometrics, Elsevier, vol. 168(2), pages 223-243.
    See citations under working paper version above.
  4. Azeem M. Shaikh & Edward J. Vytlacil, 2011. "Partial Identification in Triangular Systems of Equations With Binary Dependent Variables," Econometrica, Econometric Society, vol. 79(3), pages 949-955, May.

    Cited by:

    1. Ismael Mourifie & Marc Henry & Romuald Meango, 2017. "Sharp bounds and testability of a Roy model of STEM major choices," Papers 1709.09284, arXiv.org, revised Nov 2019.
    2. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    3. Andrew Chesher & Adam M. Rosen, 2013. "What Do Instrumental Variable Models Deliver with Discrete Dependent Variables?," American Economic Review, American Economic Association, vol. 103(3), pages 557-562, May.
    4. Klein, Roger & Shen, Chan & Vella, Francis, 2015. "Estimation of marginal effects in semiparametric selection models with binary outcomes," Journal of Econometrics, Elsevier, vol. 185(1), pages 82-94.
    5. Francesca Molinari, 2020. "Microeconometrics with Partial Identification," Papers 2004.11751, arXiv.org.
    6. Ismael MOURIFIÉ, 2013. "Sharp Bounds On Treatment Effects In A Binary Triangular System," Working Papers tecipa-498, University of Toronto, Department of Economics.
    7. Wooyoung Kim & Koohyun Kwon & Soonwoo Kwon & Sokbae Lee, 2018. "The identification power of smoothness assumptions in models with counterfactual outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 617-642, July.
    8. Laffers, Lukas, 2013. "Identification in Models with Discrete Variables," Discussion Paper Series in Economics 1/2013, Norwegian School of Economics, Department of Economics.
    9. Sokbae (Simon) Lee & Bernard Salanie, 2015. "Identifying effects of multivalued treatments," CeMMAP working papers 72/15, Institute for Fiscal Studies.
    10. John C. Ham & Serkan Ozbeklik & Lara D. Shore-Sheppard, 2014. "Estimating Heterogeneous Takeup and Crowd-Out Responses to Existing Medicaid Income Limits and their Nonmarginal Expansions," Journal of Human Resources, University of Wisconsin Press, vol. 49(4), pages 872-905.
    11. Vitor Possebom, 2019. "Sharp Bounds for the Marginal Treatment Effect with Sample Selection," Papers 1904.08522, arXiv.org.
    12. Gu, Jiaying & Russell, Thomas M., 2023. "Partial identification in nonseparable binary response models with endogenous regressors," Journal of Econometrics, Elsevier, vol. 235(2), pages 528-562.
    13. Koen Jochmans, 2011. "Identification in Bivariate binary-choice Models with elliptical innovations," SciencePo Working papers Main hal-01069483, HAL.
    14. Magne Mogstad & Andres Santos & Alexander Torgovitsky, 2018. "Using Instrumental Variables for Inference About Policy Relevant Treatment Parameters," Econometrica, Econometric Society, vol. 86(5), pages 1589-1619, September.
    15. Han, Sukjin & Yang, Shenshen, 2024. "A computational approach to identification of treatment effects for policy evaluation," Journal of Econometrics, Elsevier, vol. 240(1).
    16. Ismael Mourifie & Yuanyuan Wan, 2015. "(Partially) Identifying potential outcome distributions in triangular systems," Working Papers tecipa-532, University of Toronto, Department of Economics.
    17. Sukjin Han, 2018. "Identification in Nonparametric Models for Dynamic Treatment Effects," Papers 1805.09397, arXiv.org, revised Jan 2019.
    18. Chesher, Andrew, 2013. "Semiparametric Structural Models Of Binary Response: Shape Restrictions And Partial Identification," Econometric Theory, Cambridge University Press, vol. 29(2), pages 231-266, April.
    19. Fan, Yanqin & Park, Sang Soo, 2012. "Confidence intervals for the quantile of treatment effects in randomized experiments," Journal of Econometrics, Elsevier, vol. 167(2), pages 330-344.
    20. Anirban Basu & Norma Coe & Cole G. Chapman, 2017. "Comparing 2SLS vs 2SRI for Binary Outcomes and Binary Exposures," NBER Working Papers 23840, National Bureau of Economic Research, Inc.
    21. Khan, Shakeeb & Maurel, Arnaud & Zhang, Yichong, 2020. "Informational Content of Factor Structures in Simultaneous Binary Response Models," IZA Discussion Papers 14008, Institute of Labor Economics (IZA).
    22. Sukjin Han & Sungwon Lee, 2019. "Estimation in a generalization of bivariate probit models with dummy endogenous regressors," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(6), pages 994-1015, September.
    23. Stefan Hoderlein & Yuya Sasaki, 2011. "On the role of time in nonseparable panel data models," CeMMAP working papers CWP15/11, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    24. Ivan A. Canay & Azeem M. Shaikh, 2016. "Practical and theoretical advances in inference for partially identified models," CeMMAP working papers CWP05/16, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    25. Alexander Torgovitsky, 2019. "Partial identification by extending subdistributions," Quantitative Economics, Econometric Society, vol. 10(1), pages 105-144, January.
    26. Kitagawa, Toru, 2021. "The identification region of the potential outcome distributions under instrument independence," Journal of Econometrics, Elsevier, vol. 225(2), pages 231-253.
    27. Francesca Molinari, 2019. "Econometrics with Partial Identification," CeMMAP working papers CWP25/19, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    28. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    29. Nianqing Liu & Quang Vuong & Haiqing Xu, 2012. "Rationalization and Identification of Discrete Games with Correlated Types," Department of Economics Working Papers 130915, The University of Texas at Austin, Department of Economics.
    30. Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2015. "Going Beyond LATE: Bounding Average Treatment Effects of Job Corps Training," IZA Discussion Papers 9511, Institute of Labor Economics (IZA).
    31. Desire Kedagni & Ismael Mourifie, 2014. "Tightening Bounds In Triangular Systems," Working Papers tecipa-515, University of Toronto, Department of Economics.
    32. Jiaying Gu & Thomas M. Russell, 2021. "Partial Identification in Nonseparable Binary Response Models with Endogenous Regressors," Papers 2101.01254, arXiv.org, revised Jul 2022.
    33. Shaomin Wu, 2024. "Identification and Estimation of Nonseparable Triangular Equations with Mismeasured Instruments," Papers 2404.13735, arXiv.org.
    34. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    35. Li, Chuhui & Poskitt, D.S. & Zhao, Xueyan, 2019. "The bivariate probit model, maximum likelihood estimation, pseudo true parameters and partial identification," Journal of Econometrics, Elsevier, vol. 209(1), pages 94-113.
    36. Songnian Chen & Shakeeb Khan & Xun Tang, 2020. "Dummy Endogenous Variables in Weakly Separable Multiple Index Models without Monotonicity," Boston College Working Papers in Economics 996, Boston College Department of Economics.
    37. Marc Henry & Ismael Mourifié, 2012. "Sharp Bounds in the Binary Roy Model," CIRANO Working Papers 2012s-06, CIRANO.
    38. Songnian Chen & Shakeeb Khan & Xun Tang, 2022. "Endogeneity in Weakly Separable Models without Monotonicity," Papers 2208.05047, arXiv.org.
    39. Huber Martin & Wüthrich Kaspar, 2019. "Local Average and Quantile Treatment Effects Under Endogeneity: A Review," Journal of Econometric Methods, De Gruyter, vol. 8(1), pages 1-27, January.
    40. Kasy, Maximilian, "undated". "Instrumental variables with unrestricted heterogeneity and continuous treatment - DON'T CITE! SEE ERRATUM BELOW," Working Paper 33257, Harvard University OpenScholar.
    41. Possebom, Vitor, 2018. "Sharp bounds on the MTE with sample selection," MPRA Paper 89785, University Library of Munich, Germany.
    42. Anirban Basu & Norma B. Coe & Cole G. Chapman, 2018. "2SLS versus 2SRI: Appropriate methods for rare outcomes and/or rare exposures," Health Economics, John Wiley & Sons, Ltd., vol. 27(6), pages 937-955, June.
    43. Philipp Eisenhauer & James J. Heckman & Edward Vytlacil, 2015. "The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 413-443.
    44. Roger Klein & Chan Shen & Francis Vella, 2014. "Semiiparametric Selection Models with Binary Outcomes," Departmental Working Papers 201403, Rutgers University, Department of Economics.
    45. Lee, Jinhyun, 2013. "Sharp Bounds on Heterogeneous Individual Treatment Responses," SIRE Discussion Papers 2013-89, Scottish Institute for Research in Economics (SIRE).
    46. J. E. Prieger & A. Choi, 2024. "E-cigarettes and Smoking: Correlation, Causation, and Selection Bias," Journal of Consumer Policy, Springer, vol. 47(4), pages 471-498, December.
    47. Balat, Jorge F. & Han, Sukjin, 2023. "Multiple treatments with strategic substitutes," Journal of Econometrics, Elsevier, vol. 234(2), pages 732-757.
    48. Maximilian Kasy, 2014. "Instrumental Variables with Unrestricted Heterogeneity and Continuous Treatment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(4), pages 1614-1636.
    49. Huber, Martin & Wüthrich, Kaspar, 2017. "Evaluating local average and quantile treatment effects under endogeneity based on instruments: a review," FSES Working Papers 479, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
    50. Martin Huber & Giovanni Mellace, 2010. "Sharp IV bounds on average treatment effects under endogeneity and noncompliance," University of St. Gallen Department of Economics working paper series 2010 2010-31, Department of Economics, University of St. Gallen.
    51. Shuowen Chen & Hiroaki Kaido, 2022. "Robust Tests of Model Incompleteness in the Presence of Nuisance Parameters," Papers 2208.11281, arXiv.org, revised Sep 2023.
    52. Chen, Songnian & Khan, Shakeeb & Tang, Xun, 2024. "Endogeneity in weakly separable models without monotonicity," Journal of Econometrics, Elsevier, vol. 238(1).
    53. Sung Jae Jun & Joris Pinkse & Haiqing Xu & Nese Yildiz, 2012. "Identification of treatment effects in a triangular system of equations," Department of Economics Working Papers 130910, The University of Texas at Austin, Department of Economics, revised Oct 2012.
    54. Galichon, Alfred & Henry, Marc, 2013. "Dilation bootstrap," Journal of Econometrics, Elsevier, vol. 177(1), pages 109-115.
    55. Liu, Nianqing & Vuong, Quang & Xu, Haiqing, 2017. "Rationalization and identification of binary games with correlated types," Journal of Econometrics, Elsevier, vol. 201(2), pages 249-268.
    56. Austin Nichols, 2011. "Causal inference for binary regression with observational data," CHI11 Stata Conference 6, Stata Users Group.
    57. Brent Kreider & John V. Pepper & Manan Roy, 2016. "Identifying the Effects of WIC on Food Insecurity Among Infants and Children," Southern Economic Journal, John Wiley & Sons, vol. 82(4), pages 1106-1122, April.
    58. Shakeeb Khan & Elie Tamer & Qingsong Yao, 2024. "Inference on High Dimensional Selective Labeling Models," Papers 2410.18381, arXiv.org, revised Oct 2024.
    59. James L. Powell, 2017. "Identification and Asymptotic Approximations: Three Examples of Progress in Econometric Theory," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 107-124, Spring.
    60. Sung Jae Jun & Joris Pinkse & Haiqing Xu & Neşe Yıldız, 2016. "Multiple Discrete Endogenous Variables in Weakly-Separable Triangular Models," Econometrics, MDPI, vol. 4(1), pages 1-21, February.
    61. Florian Gunsilius, 2019. "A path-sampling method to partially identify causal effects in instrumental variable models," Papers 1910.09502, arXiv.org, revised Jun 2020.
    62. Jorge Balat & Sukjin Han, 2018. "Multiple Treatments with Strategic Interaction," Papers 1805.08275, arXiv.org, revised Sep 2019.

  5. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    See citations under working paper version above.
  6. Pedro Carneiro & James J. Heckman & Edward Vytlacil, 2010. "Evaluating Marginal Policy Changes and the Average Effect of Treatment for Individuals at the Margin," Econometrica, Econometric Society, vol. 78(1), pages 377-394, January.
    See citations under working paper version above.
  7. Shaikh, Azeem M. & Simonsen, Marianne & Vytlacil, Edward J. & Yildiz, Nese, 2009. "A specification test for the propensity score using its distribution conditional on participation," Journal of Econometrics, Elsevier, vol. 151(1), pages 33-46, July.

    Cited by:

    1. Rajeev Dehejia, 2013. "The Porous Dialectic: Experimental and Non-Experimental Methods in Development Economics," WIDER Working Paper Series wp-2013-011, World Institute for Development Economic Research (UNU-WIDER).
    2. Martin Huber, 2011. "Testing for covariate balance using quantile regression and resampling methods," Journal of Applied Statistics, Taylor & Francis Journals, vol. 38(12), pages 2881-2899, February.
    3. Pedro H. C. Sant'Anna & Xiaojun Song & Qi Xu, 2022. "Covariate distribution balance via propensity scores," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(6), pages 1093-1120, September.
    4. von Eije, Henk & Goyal, Abhinav & Muckley, Cal B., 2014. "Does the information content of payout initiations and omissions influence firm risks?," Journal of Econometrics, Elsevier, vol. 183(2), pages 222-229.
    5. Russell Davidson & Victoria Zinde-Walsh, 2017. "Advances in specification testing," Post-Print hal-01684821, HAL.
    6. Steven Lehrer & Gregory Kordas, 2004. "Matching using Semiparametric Propensity Scores," Econometric Society 2004 North American Summer Meetings 441, Econometric Society.
    7. Sant’Anna, Pedro H.C. & Song, Xiaojun, 2019. "Specification tests for the propensity score," Journal of Econometrics, Elsevier, vol. 210(2), pages 379-404.
    8. Martin Huber, 2012. "Identification of Average Treatment Effects in Social Experiments Under Alternative Forms of Attrition," Journal of Educational and Behavioral Statistics, , vol. 37(3), pages 443-474, June.
    9. Caliendo, Marco & Mahlstedt, Robert & Mitnik, Oscar A., 2014. "Unobservable, but Unimportant? The Influence of Personality Traits (and Other Usually Unobserved Variables) for the Evaluation of Labor Market Policies," IZA Discussion Papers 8337, Institute of Labor Economics (IZA).
    10. Dehejia Rajeev, 2015. "Experimental and Non-Experimental Methods in Development Economics: A Porous Dialectic," Journal of Globalization and Development, De Gruyter, vol. 6(1), pages 47-69, June.
    11. Wang-Sheng Lee, 2013. "Propensity score matching and variations on the balancing test," Empirical Economics, Springer, vol. 44(1), pages 47-80, February.
    12. Li Liang & Greene Tom, 2013. "A Weighting Analogue to Pair Matching in Propensity Score Analysis," The International Journal of Biostatistics, De Gruyter, vol. 9(2), pages 215-234, July.
    13. Pedro H. C. Sant'Anna & Xiaojun Song, 2020. "Specification tests for generalized propensity scores using double projections," Papers 2003.13803, arXiv.org, revised Apr 2023.
    14. Huber, Martin, 2012. "Identifying causal mechanisms in experiments (primarily) based on inverse probability weighting," Economics Working Paper Series 1213, University of St. Gallen, School of Economics and Political Science, revised May 2013.

  8. Shaikh, Azeem M. & Vytlacil, Edward, 2008. "Endogenous binary choice models with median restrictions: A comment," Economics Letters, Elsevier, vol. 98(1), pages 23-28, January.

    Cited by:

    1. Yingying Dong & Arthur Lewbel, 2015. "A Simple Estimator for Binary Choice Models with Endogenous Regressors," Econometric Reviews, Taylor & Francis Journals, vol. 34(1-2), pages 82-105, February.
    2. Arthur Lewbel & Yingying Dong & Thomas Tao Yang, 2012. "Comparing features of convenient estimators for binary choice models with endogenous regressors," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 45(3), pages 809-829, August.
    3. Alyssa Carlson, 2020. "Relaxing Conditional Independence in an Endogenous Binary Response Model," Working Papers 2008, Department of Economics, University of Missouri.
    4. Arthur Lewbel & Yingying Dong & Thomas Tao Yang, 2012. "Viewpoint: Comparing features of convenient estimators for binary choice models with endogenous regressors," Canadian Journal of Economics, Canadian Economics Association, vol. 45(3), pages 809-829, August.

  9. Jay Bhattacharya & Azeem M. Shaikh & Edward Vytlacil, 2008. "Treatment Effect Bounds under Monotonicity Assumptions: An Application to Swan-Ganz Catheterization," American Economic Review, American Economic Association, vol. 98(2), pages 351-356, May.

    Cited by:

    1. Patrick Kline & Andres Santos, 2013. "Sensitivity to missing data assumptions: Theory and an evaluation of the U.S. wage structure," Quantitative Economics, Econometric Society, vol. 4(2), pages 231-267, July.
    2. Kedagni, Desire, 2018. "Identifying Treatment Effects in the Presence of Confounded Types," ISU General Staff Papers 201809110700001056, Iowa State University, Department of Economics.
    3. Kate Ho & Adam M. Rosen, 2015. "Partial Identification in Applied Research: Benefits and Challenges," NBER Working Papers 21641, National Bureau of Economic Research, Inc.
    4. Stefan Boes, 2009. "Bounds on Counterfactual Distributions Under Semi-Monotonicity Constraints," SOI - Working Papers 0920, Socioeconomic Institute - University of Zurich.
    5. Ismael MOURIFIÉ, 2013. "Sharp Bounds On Treatment Effects In A Binary Triangular System," Working Papers tecipa-498, University of Toronto, Department of Economics.
    6. Wooyoung Kim & Koohyun Kwon & Soonwoo Kwon & Sokbae Lee, 2018. "The identification power of smoothness assumptions in models with counterfactual outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 617-642, July.
    7. Vitor Possebom, 2019. "Sharp Bounds for the Marginal Treatment Effect with Sample Selection," Papers 1904.08522, arXiv.org.
    8. Gu, Jiaying & Russell, Thomas M., 2023. "Partial identification in nonseparable binary response models with endogenous regressors," Journal of Econometrics, Elsevier, vol. 235(2), pages 528-562.
    9. German Blanco & Carlos A. Flores & Alfonso Flores-Lagunes, 2013. "The Effects of Job Corps Training on Wages of Adolescents and Young Adults," American Economic Review, American Economic Association, vol. 103(3), pages 418-422, May.
    10. Han, Sukjin & Yang, Shenshen, 2024. "A computational approach to identification of treatment effects for policy evaluation," Journal of Econometrics, Elsevier, vol. 240(1).
    11. Yuehao Bai & Azeem M. Shaikh & Max Tabord-Meehan, 2024. "A Primer on the Analysis of Randomized Experiments and a Survey of some Recent Advances," Papers 2405.03910, arXiv.org.
    12. Sung Jae Jun & Sokbae Lee, 2020. "Causal Inference under Outcome-Based Sampling with Monotonicity Assumptions," Papers 2004.08318, arXiv.org, revised Oct 2023.
    13. Buhl-Wiggers, Julie & Kerwin, Jason & Muñoz-Morales, Juan S. & Smith, Jeffrey A. & Thornton, Rebecca L., 2020. "Some Children Left Behind: Variation in the Effects of an Educational Intervention," IZA Discussion Papers 13598, Institute of Labor Economics (IZA).
    14. Yuehao Bai & Shunzhuang Huang & Sarah Moon & Andres Santos & Azeem M. Shaikh & Edward J. Vytlacil, 2024. "Inference for Treatment Effects Conditional on Generalized Principal Strata using Instrumental Variables," Papers 2411.05220, arXiv.org.
    15. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute of Labor Economics (IZA).
    16. Sukjin Han & Sungwon Lee, 2019. "Estimation in a generalization of bivariate probit models with dummy endogenous regressors," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(6), pages 994-1015, September.
    17. Ivan A. Canay & Azeem M. Shaikh, 2016. "Practical and theoretical advances in inference for partially identified models," CeMMAP working papers CWP05/16, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    18. Denni Tommasi & Lina Zhang, 2020. "Bounding Program Benefits When Participation is Misreported," Monash Econometrics and Business Statistics Working Papers 24/20, Monash University, Department of Econometrics and Business Statistics.
    19. Kitagawa, Toru, 2021. "The identification region of the potential outcome distributions under instrument independence," Journal of Econometrics, Elsevier, vol. 225(2), pages 231-253.
    20. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    21. Chen, Xuan & Flores, Carlos A. & Flores-Lagunes, Alfonso, 2015. "Going Beyond LATE: Bounding Average Treatment Effects of Job Corps Training," IZA Discussion Papers 9511, Institute of Labor Economics (IZA).
    22. German Blanco & Carlos A. Flores & Alfonso Flores-Lagunes, 2013. "Bounds on Average and Quantile Treatment Effects of Job Corps Training on Wages," Journal of Human Resources, University of Wisconsin Press, vol. 48(3), pages 659-701.
    23. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    24. Marc Henry & Ismael Mourifié, 2012. "Sharp Bounds in the Binary Roy Model," CIRANO Working Papers 2012s-06, CIRANO.
    25. Possebom, Vitor, 2018. "Sharp bounds on the MTE with sample selection," MPRA Paper 89785, University Library of Munich, Germany.
    26. Zheng Fang & Juwon Seo, 2019. "A Projection Framework for Testing Shape Restrictions That Form Convex Cones," Papers 1910.07689, arXiv.org, revised Sep 2021.
    27. Chiburis, Richard C., 2010. "Semiparametric bounds on treatment effects," Journal of Econometrics, Elsevier, vol. 159(2), pages 267-275, December.
    28. Lee, Jinhyun, 2013. "Sharp Bounds on Heterogeneous Individual Treatment Responses," SIRE Discussion Papers 2013-89, Scottish Institute for Research in Economics (SIRE).
    29. Domenico Depalo & Santiago Pereda-Fernández, 2020. "Consistent estimates of the public/private wage gap," Empirical Economics, Springer, vol. 58(6), pages 2937-2947, June.
    30. Sung Jae Jun & Sokbae (Simon) Lee, 2020. "Causal inference in case-control studies," CeMMAP working papers CWP19/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    31. Domenico Depalo & Jay Bhattacharya & Vincenzo Atella & Federico Belotti, 2019. "When Technological Advance Meets Physician Learning in Drug Prescribing," NBER Working Papers 26202, National Bureau of Economic Research, Inc.
    32. Ann P. Bartel & Carri W. Chan & Song-Hee Kim, 2020. "Should Hospitals Keep Their Patients Longer? The Role of Inpatient Care in Reducing Postdischarge Mortality," Management Science, INFORMS, vol. 66(6), pages 2326-2346, June.
    33. Kyungchul Song, 2009. "Point Decisions for Interval-Identified Parameters," PIER Working Paper Archive 09-036, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    34. Yuehao Bai & Max Tabord-Meehan, 2024. "Sharp Testable Implications of Encouragement Designs," Papers 2411.09808, arXiv.org.
    35. Sokbae Lee & Martin Weidner, 2021. "Bounding Treatment Effects by Pooling Limited Information across Observations," Papers 2111.05243, arXiv.org, revised Dec 2023.

  10. J. P. Florens & J. J. Heckman & C. Meghir & E. Vytlacil, 2008. "Identification of Treatment Effects Using Control Functions in Models With Continuous, Endogenous Treatment and Heterogeneous Effects," Econometrica, Econometric Society, vol. 76(5), pages 1191-1206, September.
    See citations under working paper version above.
  11. Edward Vytlacil & Nese Yildiz, 2007. "Dummy Endogenous Variables in Weakly Separable Models," Econometrica, Econometric Society, vol. 75(3), pages 757-779, May.

    Cited by:

    1. Fitzenberger, Bernd & Osikominu, Aderonke & Paul, Marie, 2023. "The effects of training incidence and planned training duration on labor market transitions," Journal of Econometrics, Elsevier, vol. 235(1), pages 256-279.
    2. Jun, Sung Jae & Pinkse, Joris & Xu, Haiqing, 2011. "Tighter bounds in triangular systems," Journal of Econometrics, Elsevier, vol. 161(2), pages 122-128, April.
    3. Yingying Dong & Arthur Lewbel, 2015. "A Simple Estimator for Binary Choice Models with Endogenous Regressors," Econometric Reviews, Taylor & Francis Journals, vol. 34(1-2), pages 82-105, February.
    4. Klein, Roger & Shen, Chan & Vella, Francis, 2015. "Estimation of marginal effects in semiparametric selection models with binary outcomes," Journal of Econometrics, Elsevier, vol. 185(1), pages 82-94.
    5. Ismael MOURIFIÉ, 2013. "Sharp Bounds On Treatment Effects In A Binary Triangular System," Working Papers tecipa-498, University of Toronto, Department of Economics.
    6. Amit Gandhi & Jeremy T. Fox, 2009. "Identifying Heterogeneity in Economic Choice and Selection Models Using Mixtures," 2009 Meeting Papers 165, Society for Economic Dynamics.
    7. Manuel Denzer, 2019. "Estimating Causal Effects in Binary Response Models with Binary Endogenous Explanatory Variables - A Comparison of Possible Estimators," Working Papers 1916, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    8. Gu, Jiaying & Russell, Thomas M., 2023. "Partial identification in nonseparable binary response models with endogenous regressors," Journal of Econometrics, Elsevier, vol. 235(2), pages 528-562.
    9. Koen Jochmans, 2011. "Identification in Bivariate binary-choice Models with elliptical innovations," SciencePo Working papers Main hal-01069483, HAL.
    10. Santiago Pereda Fernández, 2019. "Identification and estimation of triangular models with a binary treatment," Temi di discussione (Economic working papers) 1210, Bank of Italy, Economic Research and International Relations Area.
    11. Arthur Lewbel & Yingying Dong & Thomas Tao Yang, 2012. "Comparing features of convenient estimators for binary choice models with endogenous regressors," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 45(3), pages 809-829, August.
    12. André, Pierre, 2009. "Is grade repetition one of the causes of early school dropout? :Evidence from Senegalese primary schools," MPRA Paper 25665, University Library of Munich, Germany.
    13. Han, Sukjin & Yang, Shenshen, 2024. "A computational approach to identification of treatment effects for policy evaluation," Journal of Econometrics, Elsevier, vol. 240(1).
    14. Ismael Mourifie & Yuanyuan Wan, 2015. "(Partially) Identifying potential outcome distributions in triangular systems," Working Papers tecipa-532, University of Toronto, Department of Economics.
    15. Sukjin Han, 2018. "Identification in Nonparametric Models for Dynamic Treatment Effects," Papers 1805.09397, arXiv.org, revised Jan 2019.
    16. Chesher, Andrew, 2013. "Semiparametric Structural Models Of Binary Response: Shape Restrictions And Partial Identification," Econometric Theory, Cambridge University Press, vol. 29(2), pages 231-266, April.
    17. Khan, Shakeeb & Maurel, Arnaud & Zhang, Yichong, 2020. "Informational Content of Factor Structures in Simultaneous Binary Response Models," IZA Discussion Papers 14008, Institute of Labor Economics (IZA).
    18. Pallab Ghosh & Kevin Grier & Jaeho Kim, 2021. "Heterogeneous endogeneity," Statistical Papers, Springer, vol. 62(2), pages 847-886, April.
    19. Alexander Torgovitsky, 2019. "Partial identification by extending subdistributions," Quantitative Economics, Econometric Society, vol. 10(1), pages 105-144, January.
    20. Carneiro, Pedro & Lee, Sokbae, 2009. "Estimating distributions of potential outcomes using local instrumental variables with an application to changes in college enrollment and wage inequality," Journal of Econometrics, Elsevier, vol. 149(2), pages 191-208, April.
    21. Kitagawa, Toru, 2021. "The identification region of the potential outcome distributions under instrument independence," Journal of Econometrics, Elsevier, vol. 225(2), pages 231-253.
    22. Khan, Shakeeb & Nekipelov, Denis, 2024. "On uniform inference in nonlinear models with endogeneity," Journal of Econometrics, Elsevier, vol. 240(2).
    23. Sungwon Lee, 2020. "Identification and Confidence Regions for Treatment Effect and its Distribution under Stochastic Dominance," Working Papers 2011, Nam Duck-Woo Economic Research Institute, Sogang University (Former Research Institute for Market Economy).
    24. Pedro Picchetti, 2023. "Identification in Endogenous Sequential Treatment Regimes," Papers 2311.18555, arXiv.org.
    25. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    26. Jun Ma & Vadim Marmer & Zhengfei Yu, 2021. "Inference on Individual Treatment Effects in Nonseparable Triangular Models," Papers 2107.05559, arXiv.org, revised Feb 2023.
    27. Steven T. Berry & Philip A. Haile, 2009. "Identification of a Heterogeneous Generalized Regression Model with Group Effects," Cowles Foundation Discussion Papers 1732, Cowles Foundation for Research in Economics, Yale University.
    28. Brendan Kline, 2016. "Identification of the Direction of a Causal Effect by Instrumental Variables," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(2), pages 176-184, April.
    29. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
    30. Stefan Hoderlein & Robert Sherman, 2012. "Identification and estimation in a correlated random coefficients binary response model," CeMMAP working papers 42/12, Institute for Fiscal Studies.
    31. Songnian Chen & Shakeeb Khan & Xun Tang, 2020. "Dummy Endogenous Variables in Weakly Separable Multiple Index Models without Monotonicity," Boston College Working Papers in Economics 996, Boston College Department of Economics.
    32. Songnian Chen & Shakeeb Khan & Xun Tang, 2022. "Endogeneity in Weakly Separable Models without Monotonicity," Papers 2208.05047, arXiv.org.
    33. Aradillas-Lopez, Andres, 2010. "Semiparametric estimation of a simultaneous game with incomplete information," Journal of Econometrics, Elsevier, vol. 157(2), pages 409-431, August.
    34. Simon B chler, Alex van de Minne, Olivier Sch ni, 2020. "Redevelopment Option Value for Commercial Real Estate," Diskussionsschriften credresearchpaper26, Universitaet Bern, Departement Volkswirtschaft - CRED.
    35. Chen, Heng & Fan, Yanqin, 2019. "Identification and wavelet estimation of weighted ATE under discontinuous and kink incentive assignment mechanisms," Journal of Econometrics, Elsevier, vol. 212(2), pages 476-502.
    36. Chiburis, Richard C., 2010. "Semiparametric bounds on treatment effects," Journal of Econometrics, Elsevier, vol. 159(2), pages 267-275, December.
    37. D’Haultfœuille, Xavier & Hoderlein, Stefan & Sasaki, Yuya, 2024. "Testing and relaxing the exclusion restriction in the control function approach," Journal of Econometrics, Elsevier, vol. 240(2).
    38. Songnian Chen & Shakeeb Khan & Xun Tang, 2020. "Identification and Estimation of Weakly Separable Models Without Monotonicity," Papers 2003.04337, arXiv.org, revised Apr 2020.
    39. Philipp Eisenhauer & James J. Heckman & Edward Vytlacil, 2015. "The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 413-443.
    40. Roger Klein & Chan Shen & Francis Vella, 2014. "Semiiparametric Selection Models with Binary Outcomes," Departmental Working Papers 201403, Rutgers University, Department of Economics.
    41. Lee, Jinhyun, 2013. "Sharp Bounds on Heterogeneous Individual Treatment Responses," SIRE Discussion Papers 2013-89, Scottish Institute for Research in Economics (SIRE).
    42. Kamhon Kan & Chihwa Kao, 2005. "Simulation-Based Two-Step Estimation with Endogenous Regressors," Center for Policy Research Working Papers 76, Center for Policy Research, Maxwell School, Syracuse University.
    43. Khalil, Umair & Yıldız, Neşe, 2022. "A test of the selection on observables assumption using a discontinuously distributed covariate," Journal of Econometrics, Elsevier, vol. 226(2), pages 423-450.
    44. Balat, Jorge F. & Han, Sukjin, 2023. "Multiple treatments with strategic substitutes," Journal of Econometrics, Elsevier, vol. 234(2), pages 732-757.
    45. Arthur Lewbel, 2012. "An Overview of the Special Regressor Method," Boston College Working Papers in Economics 810, Boston College Department of Economics.
    46. Ravi B. Sojitra & Vasilis Syrgkanis, 2024. "Dynamic Local Average Treatment Effects," Papers 2405.01463, arXiv.org, revised May 2024.
    47. Anja Lambrecht & Katja Seim & Catherine Tucker, 2011. "Stuck in the Adoption Funnel: The Effect of Interruptions in the Adoption Process on Usage," Marketing Science, INFORMS, vol. 30(2), pages 355-367, 03-04.
    48. Feng, Junlong, 2024. "Matching points: Supplementing instruments with covariates in triangular models," Journal of Econometrics, Elsevier, vol. 238(1).
    49. Chen, Songnian & Khan, Shakeeb & Tang, Xun, 2024. "Endogeneity in weakly separable models without monotonicity," Journal of Econometrics, Elsevier, vol. 238(1).
    50. Luiz de Mello & Mark A. Dutz, 2012. "Promoting Inclusive Growth : Challenges and Policies," World Bank Publications - Books, The World Bank Group, number 16948.
    51. Nikolay Didenko, 2020. "Modeling the global nickel market with a triangular simultaneous equations model," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 11(1), pages 119-129, May.
    52. Sung Jae Jun & Joris Pinkse & Haiqing Xu & Neşe Yıldız, 2016. "Multiple Discrete Endogenous Variables in Weakly-Separable Triangular Models," Econometrics, MDPI, vol. 4(1), pages 1-21, February.
    53. Arthur Lewbel & Yingying Dong & Thomas Tao Yang, 2012. "Viewpoint: Comparing features of convenient estimators for binary choice models with endogenous regressors," Canadian Journal of Economics, Canadian Economics Association, vol. 45(3), pages 809-829, August.
    54. Jorge Balat & Sukjin Han, 2018. "Multiple Treatments with Strategic Interaction," Papers 1805.08275, arXiv.org, revised Sep 2019.

  12. Edward Vytlacil, 2006. "A Note on Additive Separability and Latent Index Models of Binary Choice: Representation Results," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 515-518, August.

    Cited by:

    1. Yu‐Chang Chen & Haitian Xie, 2022. "Global Representation of the Conditional LATE Model: A Separability Result," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(4), pages 789-798, August.
    2. Stefan Boes, 2007. "Nonparametric Analysis of Treatment Effects in Ordered Response Models," SOI - Working Papers 0709, Socioeconomic Institute - University of Zurich.
    3. James J. Heckman & Sergio Urzua & Edward J. Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," NBER Working Papers 12574, National Bureau of Economic Research, Inc.
    4. Zhewen Pan & Zhengxin Wang & Junsen Zhang & Yahong Zhou, 2024. "Marginal treatment effects in the absence of instrumental variables," Papers 2401.17595, arXiv.org, revised Aug 2024.
    5. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    6. Azeem Shaikh & Edward Vytlacil, 2005. "Threshold Crossing Models and Bounds on Treatment Effects: A Nonparametric Analysis," NBER Technical Working Papers 0307, National Bureau of Economic Research, Inc.
    7. Klein, T.J., 2008. "Heterogeneous Treatment Effects : Instrumental Variables Without Monotonicity?," Other publications TiSEM e015611a-6b97-4cd5-8dc8-7, Tilburg University, School of Economics and Management.
    8. Chen, Heng & Fan, Yanqin, 2019. "Identification and wavelet estimation of weighted ATE under discontinuous and kink incentive assignment mechanisms," Journal of Econometrics, Elsevier, vol. 212(2), pages 476-502.
    9. Alyssa Carlson, 2020. "Relaxing Conditional Independence in an Endogenous Binary Response Model," Working Papers 2008, Department of Economics, University of Missouri.
    10. Donald S. Poskitt & Xueyan Zhao, 2023. "Bootstrap Hausdorff Confidence Regions for Average Treatment Effect Identified Sets," Monash Econometrics and Business Statistics Working Papers 9/23, Monash University, Department of Econometrics and Business Statistics.
    11. Yu-Chang Chen & Haitian Xie, 2022. "Personalized Subsidy Rules," Papers 2202.13545, arXiv.org, revised Mar 2022.
    12. Junlong Feng, 2019. "Matching Points: Supplementing Instruments with Covariates in Triangular Models," Papers 1904.01159, arXiv.org, revised Jul 2020.
    13. Yu-Chang Chen & Haitian Xie, 2020. "Global Representation of the Conditional LATE Model: A Separability Result," Papers 2007.08106, arXiv.org, revised Mar 2022.

  13. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 389-432, August.
    See citations under working paper version above.
  14. Edward Vytlacil, 2006. "Ordered Discrete-Choice Selection Models and Local Average Treatment Effect Assumptions: Equivalence, Nonequivalence, and Representation Results," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 578-581, August.

    Cited by:

    1. Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2007. "The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds," IZA Discussion Papers 2940, Institute of Labor Economics (IZA).
    2. Yu‐Chang Chen & Haitian Xie, 2022. "Global Representation of the Conditional LATE Model: A Separability Result," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(4), pages 789-798, August.
    3. Costas Meghir & Steven Rivkin, 2010. "Econometric methods for research in education," IFS Working Papers W10/10, Institute for Fiscal Studies.
    4. Hoshino, Tadao & Yanagi, Takahide, 2023. "Treatment effect models with strategic interaction in treatment decisions," Journal of Econometrics, Elsevier, vol. 236(2).
    5. Gold, Robert & Dippel, Christian & Heblich, Stephan & Pinto, Rodrigo, 2017. "Instrumental Variables and Causal Mechanisms: Unpacking the Effect of Trade on Workers and Voters," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168152, Verein für Socialpolitik / German Economic Association.
    6. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification & Economic Content of Ordered Choice Models with Stochastic Thresholds," Working Papers 200726, Geary Institute, University College Dublin.
    7. Yuehao Bai & Shunzhuang Huang & Sarah Moon & Andres Santos & Azeem M. Shaikh & Edward J. Vytlacil, 2024. "Inference for Treatment Effects Conditional on Generalized Principal Strata using Instrumental Variables," Papers 2411.05220, arXiv.org.
    8. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory, 2016. "Dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 191(2), pages 276-292.
    9. Sun, Zhenting, 2023. "Instrument validity for heterogeneous causal effects," Journal of Econometrics, Elsevier, vol. 237(2).
    10. Yu-Chang Chen & Haitian Xie, 2020. "Global Representation of the Conditional LATE Model: A Separability Result," Papers 2007.08106, arXiv.org, revised Mar 2022.

  15. James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects, and Econometric Policy Evaluation," Econometrica, Econometric Society, vol. 73(3), pages 669-738, May.
    See citations under working paper version above.
  16. Aakvik, Arild & Heckman, James J. & Vytlacil, Edward J., 2005. "Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 15-51.

    Cited by:

    1. Heckman, James J., 2010. "The Assumptions Underlying Evaluation Estimators," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 30(2), December.
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    3. Battistin, Erich & Lamarche, Carlos & Rettore, Enrico, 2020. "Quantiles of the Gain Distribution of an Early Childhood Intervention," IZA Discussion Papers 13101, Institute of Labor Economics (IZA).
    4. Høgelund, Jan & Holm, Anders & McIntosh, James, 2010. "Does graded return-to-work improve sick-listed workers' chance of returning to regular working hours?," Journal of Health Economics, Elsevier, vol. 29(1), pages 158-169, January.
    5. Ismael Mourifie & Marc Henry & Romuald Meango, 2017. "Sharp bounds and testability of a Roy model of STEM major choices," Papers 1709.09284, arXiv.org, revised Nov 2019.
    6. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    7. Ruud Gerards & Joan Muysken & Riccardo Welters, 2014. "Active Labour Market Policy by a Profit-Maximizing Firm," British Journal of Industrial Relations, London School of Economics, vol. 52(1), pages 136-157, March.
    8. Renaud Bourlès & Anastasia Cozarenco & Dominique Henriet & Xavier Joutard, 2022. "Business Training with a Better-Informed Lender: Theory and Evidence from Microcredit in France," SciencePo Working papers Main halshs-03934370, HAL.
    9. Kelly, Elish & McGuinness, Seamus & O'Connell, Philip J., 2011. "What Can Active Labour Market Policies Do?," Papers EC1, Economic and Social Research Institute (ESRI).
    10. Becher, Michael & Stegmueller, Daniel, 2019. "Cognitive Ability, Union Membership, and Voter Turnout," IAST Working Papers 19-97, Institute for Advanced Study in Toulouse (IAST).
    11. Wagstaff, Adam, 2008. "Fungibility and the impact of development assistance: evidence from Vietnam's health sector," Policy Research Working Paper Series 4800, The World Bank.
    12. Seng, Kimty, 2021. "The mobile money’s poverty-reducing promise: Evidence from Cambodia," World Development Perspectives, Elsevier, vol. 22(C).
    13. Müller, Moritz & Cowan, Robin & Barnard, Helena, 2018. "On the value of foreign PhDs in the developing world: Training versus selection effects in the case of South Africa," Research Policy, Elsevier, vol. 47(5), pages 886-900.
    14. Maruyama, Shiko, 2015. "The effect of coresidence on parental health in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 35(C), pages 1-22.
    15. Jorge Rodríguez & Sergio Urzúa & Loreto Reyes, 2016. "Heterogeneous Economic Returns to Post-Secondary Degrees: Evidence from Chile," Journal of Human Resources, University of Wisconsin Press, vol. 51(2), pages 416-460.
    16. Coelli, Michael B. & Green, David A. & Warburton, William P., 2007. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," Journal of Public Economics, Elsevier, vol. 91(7-8), pages 1369-1398, August.
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    20. Huang, Bihong & Lian, Yujun & Li, Wensu, 2016. "How far is Chinese left-behind parents' health left behind?," China Economic Review, Elsevier, vol. 37(C), pages 15-26.
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    22. H. Lehmann & J. Kluve, 2008. "Assessing Active Labor Market Policies in Transition Economies," Working Papers 646, Dipartimento Scienze Economiche, Universita' di Bologna.
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    44. Duncan McVicar & Jan M. Podivinsky, 2010. "Are Active Labour Market Programmes Least Effective Where They Are Most Needed? The Case of the British New Deal for Young People," Melbourne Institute Working Paper Series wp2010n16, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
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    48. Alhassan Andani & John Baptist D. Jatoe & Ramatu M. Al-Hassan, 2022. "Production of Indigenous Food Crops: Implications for Children’s Nutritional Status of Farm Households in Northern Ghana," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(6), pages 2651-2665, December.
    49. Melain Modeste Senou & Julius Manda, 2022. "Access to finance and rural youth entrepreneurship in Benin: Is there a gender gap?," African Development Review, African Development Bank, vol. 34(1), pages 29-41, March.
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    53. Markussen, Simen & Røed, Knut, 2014. "Leaving Poverty Behind? The Effects of Generous Income Support Paired with Activation," IZA Discussion Papers 8245, Institute of Labor Economics (IZA).
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    56. Westlie, Lars, 2008. "Norwegian Vocational Rehabilitation Programs: Improving Employability and Preventing Disability?," Memorandum 24/2008, Oslo University, Department of Economics.
    57. Bach, Henning & Datta Gupta, Nabanita & Høgelund, Jan, 2007. "Employment Effects of Educational Measures for Work-Injured People," IZA Discussion Papers 2657, Institute of Labor Economics (IZA).
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    62. Holm, Anders & Høgelund, Jan & Gørtz, Mette & Rasmussen, Kristin Storck & Houlberg, Helle Sofie Bøje, 2017. "Employment effects of active labor market programs for sick-listed workers," Journal of Health Economics, Elsevier, vol. 52(C), pages 33-44.
    63. James J. Heckman & John Eric Humphries & Sergio Urzua & Gregory Veramendi, 2010. "The effects of educational choices on labor market, health, and social outcomes," Working Papers 2011-002, Human Capital and Economic Opportunity Working Group.
    64. Lina Zhang & David T. Frazier & D. S. Poskitt & Xueyan Zhao, 2020. "Decomposing Identification Gains and Evaluating Instrument Identification Power for Partially Identified Average Treatment Effects," Papers 2009.02642, arXiv.org, revised Sep 2022.
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    98. Manda, Julius & Tufa, Adane & Alene, Arega & Swai, Elirehema & Muthoni, Francis & Hoeschle-Zeledon, Irmgard & Mateete, Bekunda, 2021. "The Average and Distributional Impacts of Soil and Water Conservation Technologies on the Welfare of Smallholder Farmers in Tanzania," 2021 Conference, August 17-31, 2021, Virtual 314992, International Association of Agricultural Economists.
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    79. Thomas Buser & Rafael Ahlskog & Magnus Johannesson & Philipp Koellinger & Sven Oskarsson, 2021. "Using Genes to Explore the Effects of Cognitive and Non-cognitive Skills on Education and Labor Market Outcomes," Tinbergen Institute Discussion Papers 21-088/I, Tinbergen Institute, revised 29 Mar 2023.
    80. Jonathan Heathcote & Kjetil Storesletten & Giovanni L. Violante, 2010. "The Macroeconomic Implications of Rising Wage Inequality in the United States," Journal of Political Economy, University of Chicago Press, vol. 118(4), pages 681-722, August.
    81. Elise Neubourg & Lex Borghans & Karien Coppens & Maria Jansen, 2018. "Explaining Children’s Life Outcomes: Parental Socioeconomic Status, Intelligence and Neurocognitive Factors in a Dynamic Life Cycle Model," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 11(5), pages 1495-1513, October.
    82. Lundberg, Shelly, 2013. "The College Type: Personality and Educational Inequality," IZA Discussion Papers 7305, Institute of Labor Economics (IZA).
    83. Semeijn, J.H. & van der Velden, R.K.W. & Heijke, J.A.M. & van der Vleuten, C.P.M. & Boshuizen, H.C., 2004. "The role of education in selection and allocation on the labour market; an empirical study in the medical field," ROA Research Memorandum 1E, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    84. Petter Lundborg & Paul Nystedt & Dan-Olof Rooth, 2014. "Body Size, Skills, and Income: Evidence From 150,000 Teenage Siblings," Demography, Springer;Population Association of America (PAA), vol. 51(5), pages 1573-1596, October.
    85. Nick Drydakis, 2015. "The effect of sexual activity on wages," International Journal of Manpower, Emerald Group Publishing Limited, vol. 36(2), pages 192-215, May.
    86. Katia Herrera-Sosa & Alexandria Valerio & Sebastian Monroy-Taborda & Dandan Chen, 2015. "Armenia Skills toward Employment and Productivity," World Bank Publications - Reports 25199, The World Bank Group.
    87. Ondrej Rydval, 2012. "The Causal Effect of Cognitive Abilities on Economic Behavior: Evidence from a Forecasting Task with Varying Cognitive Load," CERGE-EI Working Papers wp457, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    88. Taylor, Matthew P., 2016. "Are high-ability individuals really more tolerant of risk? A test of the relationship between risk aversion and cognitive ability," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 63(C), pages 136-147.
    89. Chan, Kwok Ho & Fung, Ka Wai Terence, 2018. "The effect of social fathers on the cognitive skills of out-of-wedlock children in the U.S," Economics & Human Biology, Elsevier, vol. 28(C), pages 146-159.
    90. Anton Flossmann, 2010. "Accounting for missing data in M-estimation: a general matching approach," Empirical Economics, Springer, vol. 38(1), pages 85-117, February.
    91. Tyler, John H., 2004. "Basic skills and the earnings of dropouts," Economics of Education Review, Elsevier, vol. 23(3), pages 221-235, June.
    92. Abufhele, Alejandra & Bravo, David & López Bóo, Florencia & Soto-Ramirez, Pamela, 2022. "Developmental Losses in Young Children from Pre-primary Program Closures during the COVID-19 Pandemic," IZA Discussion Papers 15179, Institute of Labor Economics (IZA).
    93. Maria Antonella Mancino & Salvador Navarro & David A. Rivers, 2015. "Separating State Dependence, Experience, and Heterogeneity in a Model of Youth Crime and Education," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20151, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    94. Huang, Ying, 2012. "an econometric study of the impact of economic variables on adult obesity and food assistance program participation in the NLSY panel," ISU General Staff Papers 201201010800003717, Iowa State University, Department of Economics.
    95. Juan M. Benito-Ostolaza & Penélope Hernández & Juan A. Sanchis-Llopis, 2015. "Are individuals with higher cognitive ability expected to play more strategically?," Working Papers 1507, Department of Applied Economics II, Universidad de Valencia.
    96. Lundborg, Petter & Nystedt, Paul & Rooth, Dan-Olof, 2010. "No Country for Fat Men? Obesity, Earnings, Skills, and Health among 450,000 Swedish Men," IZA Discussion Papers 4775, Institute of Labor Economics (IZA).
    97. Ham, Roger & Junankar, Pramod N. (Raja) & Wells, Robert, 2009. "Antagonistic Managers, Careless Workers and Extraverted Salespeople: An Examination of Personality in Occupational Choice," IZA Discussion Papers 4193, Institute of Labor Economics (IZA).
    98. Pankaj C. Patel & Yoav Ganzach, 2019. "Returns to balance in cognitive skills for the self-employed: evidence from 18 countries," Small Business Economics, Springer, vol. 52(1), pages 89-109, January.
    99. Seim, David, 2019. "On the incidence and effects of job displacement: Evidence from Sweden," Labour Economics, Elsevier, vol. 57(C), pages 131-145.
    100. Zhang, Yi & Kumar, Sanjay & Huang, Xianhai & Yuan, Yiming, 2023. "Human capital quality and the regional economic growth: Evidence from China," Journal of Asian Economics, Elsevier, vol. 86(C).
    101. Slade, Eric P. & Wissow, Lawrence S., 2007. "The influence of childhood maltreatment on adolescents' academic performance," Economics of Education Review, Elsevier, vol. 26(5), pages 604-614, October.
    102. Eleanor Wiske Dillon & Jeffrey Andrew Smith, 2017. "Determinants of the Match between Student Ability and College Quality," Journal of Labor Economics, University of Chicago Press, vol. 35(1), pages 45-66.
    103. C. Dannemann & Erkan Goeren, 2018. "The Educational Burden of ADHD: Evidence From Student Achievement Test Scores," Working Papers V-408-18, University of Oldenburg, Department of Economics, revised Apr 2018.
    104. Jabłoński Marek, 2019. "Interdependence Among Creativity, Education, and Job Experience: A Municipal Company in Poland," Journal of Management and Business Administration. Central Europe, Sciendo, vol. 27(4), pages 48-70, December.
    105. Burnham, Terence C. & Cesarini, David & Johannesson, Magnus & Lichtenstein, Paul & Wallace, Björn, 2009. "Higher cognitive ability is associated with lower entries in a p-beauty contest," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 171-175, October.
    106. Benito-Ostolaza, Juan M. & Hernández, Penélope & Sanchis-Llopis, Juan A., 2016. "Do individuals with higher cognitive ability play more strategically?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 64(C), pages 5-11.
    107. David Haardt, 2007. "Cognitive functioning and labour force participation among older men and women in England," Social and Economic Dimensions of an Aging Population Research Papers 222, McMaster University.
    108. Boschini, Anne, 2003. "The impact of gender stereotypes on economic growth," Research Papers in Economics 2003:4, Stockholm University, Department of Economics.
    109. Dan A. Black & Jeffrey A. Smith, 2006. "Estimating the Returns to College Quality with Multiple Proxies for Quality," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 701-728, July.
    110. Hynsjö, Disa & Damon, Amy, 2016. "Bilingual education in Peru: Evidence on how Quechua-medium education affects indigenous children's academic achievement," Economics of Education Review, Elsevier, vol. 53(C), pages 116-132.
    111. Venke Furre Haaland & Mari Rege & Mark Votruba, 2013. "Nobody Home: The Effect of Maternal Labor Force Participation on Long-Term Child Outcomes," CESifo Working Paper Series 4495, CESifo.
    112. Bastani, Spencer & Karlsson, Kristina & Waldenström, Daniel, 2023. "The different returns to cognitive ability in the labor and capital markets," Working Paper Series 2023:8, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    113. Heineck, Guido, 2011. "Do your brains help you out of unemployment?," Economics Letters, Elsevier, vol. 111(1), pages 34-36, April.
    114. Pietro Biroli, 2017. "Health and Skill Formation in Early Childhood," CHILD Working Papers Series 52 JEL Classification: J2, Centre for Household, Income, Labour and Demographic Economics (CHILD) - CCA.
    115. Melinda Petre, 2018. "Are Employers Omniscient? Employer Learning About Cognitive and Noncognitive Skills," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 57(3), pages 323-360, July.
    116. Ingram, Beth F. & Neumann, George R., 2006. "The returns to skill," Labour Economics, Elsevier, vol. 13(1), pages 35-59, February.
    117. Eleanor Brown & Rosanna Smart, 2007. "Racial Differences in Civic Participation and Charitable Giving: The Confounding Effects of Educational Attainment and Unmeasured Ability," The Review of Black Political Economy, Springer;National Economic Association, vol. 34(3), pages 259-271, December.
    118. Kamal, Mustafa & Blacklow, Paul, 2021. "Attitudes to gender and personality in the Australian gender wage gap," Working Papers 2021-07, University of Tasmania, Tasmanian School of Business and Economics.
    119. Gustavo Yamada & Pablo Lavado & Ana Paula Franco & Emilia Abusada, 2016. "First impressions matter for life: the contribution of skills for the firt job," Working Papers 16-13, Centro de Investigación, Universidad del Pacífico.
    120. World Bank & National Research University – Higher School of Economics, 2013. "Developing Skills for Innovative Growth in the Russian Federation," World Bank Publications - Reports 16100, The World Bank Group.

  22. Heckman, James J. & Vytlacil, Edward J., 2000. "The relationship between treatment parameters within a latent variable framework," Economics Letters, Elsevier, vol. 66(1), pages 33-39, January.

    Cited by:

    1. Pedro Carneiro & Michael Lokshin & Nithin Umapathi, 2017. "Average and Marginal Returns to Upper Secondary Schooling in Indonesia," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 16-36, January.
    2. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    3. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    4. Li, Mingliang & Poirier, Dale J & Tobias, Justin, 2003. "Do Dropouts Suffer from Dropping Out? Estimation and Prediction of Outcome Gains in Generalized Selection Models," Staff General Research Papers Archive 12013, Iowa State University, Department of Economics.
    5. Abbring, Jaap H., 2003. "Dynamic Econometric Program Evaluation," IZA Discussion Papers 804, Institute of Labor Economics (IZA).
    6. Dionissi Aliprantis, 2012. "Assessing the evidence on neighborhood effects from Moving to Opportunity," Working Papers (Old Series) 1122R, Federal Reserve Bank of Cleveland.
    7. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    8. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, John Wiley & Sons, vol. 68(2), pages 210-223, October.
    9. Klein, Tobias J., 2007. "College Education and Wages in the U.K.: Estimating Conditional Average Structural Functions in Nonadditive Models with Binary Endogenous Variables," IZA Discussion Papers 2761, Institute of Labor Economics (IZA).
    10. Das, M., 2005. "Instrumental variables estimators of nonparametric models with discrete endogenous regressors," Journal of Econometrics, Elsevier, vol. 124(2), pages 335-361, February.
    11. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York.
    12. Dionissi Aliprantis, 2012. "Redshirting, Compulsory Schooling Laws, and Educational Attainment," Journal of Educational and Behavioral Statistics, , vol. 37(2), pages 316-338, April.
    13. Hui Wang & Shu Xu, 2022. "Heterogeneity Effect of Corporate Financialization on Total Factor Productivity," Sustainability, MDPI, vol. 14(11), pages 1-17, May.
    14. Bhat, Chandra R. & Eluru, Naveen, 2009. "A copula-based approach to accommodate residential self-selection effects in travel behavior modeling," Transportation Research Part B: Methodological, Elsevier, vol. 43(7), pages 749-765, August.
    15. James J. Heckman, 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
    16. James J. Heckman & Sergio Urzua & Edward J. Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," NBER Working Papers 12574, National Bureau of Economic Research, Inc.
    17. Chen, Heng & Fan, Yanqin & Wu, Jisong, 2014. "A flexible parametric approach for estimating switching regime models and treatment effect parameters," Journal of Econometrics, Elsevier, vol. 181(2), pages 77-91.
    18. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute of Labor Economics (IZA).
    19. McInnes, Melayne & Ozturk, Orgul & McDermott, Suzanne & Mann, Joshua, 2013. "Improved Targeting of Social Programs: An Application to a State Job Coaching Program for Adults with Intellectual Disabilities," MPRA Paper 51392, University Library of Munich, Germany.
    20. Ismail, Ramlee, 2007. "The Impact of Schooling Reform on Returns to Education in Malaysia," MPRA Paper 15021, University Library of Munich, Germany, revised 29 Jan 2008.
    21. James J. Heckman & Salvador Navarro-Lozano, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," NBER Working Papers 9497, National Bureau of Economic Research, Inc.
    22. Abdulbaki Bilgic & Wojciech Florkowski, 2009. "The impact of license regulation on the number of recreation trips: is it worth considering?," Journal of Regulatory Economics, Springer, vol. 35(1), pages 45-69, February.
    23. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc.
    24. Stephen L. Morgan & David J. Harding, 2006. "Matching Estimators of Causal Effects," Sociological Methods & Research, , vol. 35(1), pages 3-60, August.
    25. Carolyn Heinrich & Jeffrey Wenger, 2002. "The Economic Contributions of James J. Heckman and Daniel L. McFadden," Review of Political Economy, Taylor & Francis Journals, vol. 14(1), pages 69-89.
    26. Daniel Polsky & Anirban Basu, 2012. "Selection Bias in Observational Data," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 46, Edward Elgar Publishing.
    27. Das, M., 2003. "Identification and sequential estimation of panel data models with insufficient exclusion restrictions," Journal of Econometrics, Elsevier, vol. 114(2), pages 297-328, June.
    28. Anirban Basu & James J. Heckman & Salvador Navarro‐Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self‐selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157, November.
    29. Odening, Martin & Jetzinger, Simon & Huettel, Silke, 2013. "Forced Sales and Farmland Prices," 2013 Annual Meeting, August 4-6, 2013, Washington, D.C. 150274, Agricultural and Applied Economics Association.
    30. James J. Heckman, 2005. "Micro Data, Heterogeneity and the Evaluation of Public Policy Part 2," The American Economist, Sage Publications, vol. 49(1), pages 16-44, March.
    31. Tobias, Justin, 2006. "Estimation, Learning and Parameters of Interest in a Multiple Outcome Selection Model," Staff General Research Papers Archive 12480, Iowa State University, Department of Economics.
    32. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.
    33. Yang, Juan & Qiu, Muyuan, 2016. "The impact of education on income inequality and intergenerational mobility," China Economic Review, Elsevier, vol. 37(C), pages 110-125.
    34. Aakvik, Arild & Heckman, James J. & Vytlacil, Edward J., 2005. "Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 15-51.
    35. Lavieri, Patrícia S. & Dai, Qichun & Bhat, Chandra R., 2018. "Using virtual accessibility and physical accessibility as joint predictors of activity-travel behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 527-544.
    36. Klein, T.J., 2008. "Heterogeneous Treatment Effects : Instrumental Variables Without Monotonicity?," Other publications TiSEM e015611a-6b97-4cd5-8dc8-7, Tilburg University, School of Economics and Management.
    37. Bhat, Chandra R. & Astroza, Sebastian & Sidharthan, Raghuprasad & Alam, Mohammad Jobair Bin & Khushefati, Waleed H., 2014. "A joint count-continuous model of travel behavior with selection based on a multinomial probit residential density choice model," Transportation Research Part B: Methodological, Elsevier, vol. 68(C), pages 31-51.
    38. Kuckulenz Anja & Maier Michael, 2006. "Heterogeneous Returns to Training: An Analysis with German Data Using Local Instrumental Variables," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 226(1), pages 24-40, February.
    39. Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097, Elsevier.
    40. Jiachun Xie & Xingxu Li & Songsak Sriboonchitta & Shihti Yu, 2013. "Policy evaluation of rural labor force training program: Evidence from autonomous minority nationality areas in Southwestern frontier region of China," The Empirical Econometrics and Quantitative Economics Letters, Faculty of Economics, Chiang Mai University, vol. 2(3), pages 27-36, September.
    41. Aakvik, Arild & Holmas, Tor Helge & Kjerstad, Egil, 2003. "A low-key social insurance reform--effects of multidisciplinary outpatient treatment for back pain patients in Norway," Journal of Health Economics, Elsevier, vol. 22(5), pages 747-762, September.
    42. Fernando Barceinas, 2003. "Endogeneidad y rendimientos de la educación," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 18(1), pages 79-131.
    43. Bhat, Chandra R., 2015. "A new generalized heterogeneous data model (GHDM) to jointly model mixed types of dependent variables," Transportation Research Part B: Methodological, Elsevier, vol. 79(C), pages 50-77.
    44. Asmussen, Katherine E. & Mondal, Aupal & Bhat, Chandra R. & Pendyala, Ram M., 2023. "On modeling future workplace location decisions: An analysis of Texas employees," Transportation Research Part A: Policy and Practice, Elsevier, vol. 172(C).
    45. Antonio Prencipe & Luciano D'Amico & Danilo Boffa & Christian Corsi, 2024. "The effect of output additionality of public funding support on firm innovation. Evidence from firms of different sizes," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(2), pages 2278-2299, April.
    46. Brian Krogh Graversen & Peter Jensen, 2010. "A Reappraisal of the Virtues of Private Sector Employment Programmes," Scandinavian Journal of Economics, Wiley Blackwell, vol. 112(3), pages 546-569, September.
    47. Poeschel, Friedrich, 2014. "Assignment vs. choice: lessons from training vouchers," VfS Annual Conference 2014 (Hamburg): Evidence-based Economic Policy 100606, Verein für Socialpolitik / German Economic Association.
    48. Erin E. Smith, 2019. "Are Antitakeover Amendments Good for Shareholders? Evidence from the Adoption of Antitakeover Provisions in the Post-SOX Era," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 9(04), pages 1-40, December.
    49. Paxton, Julia & Thraen, Cameron, 2003. "An application of Mean-Covariance Structure Models for the analysis of group lending behavior," Journal of Policy Modeling, Elsevier, vol. 25(9), pages 863-868, December.

  23. John Cawley & James Heckman & Edward Vytlacil, 1999. "On Policies To Reward The Value Added By Educators," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 720-727, November.

    Cited by:

    1. James Heckman & Pedro Carneiro, 2003. "Human Capital Policy," NBER Working Papers 9495, National Bureau of Economic Research, Inc.
    2. Susanne Schennach & James Heckman & Flavio Cunha, 2007. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," 2007 Meeting Papers 973, Society for Economic Dynamics.
    3. Ooghe, Erwin & Schokkaert, Erik, 2013. "School Accountability: Can We Reward Schools and Avoid Pupil Selection?," IZA Discussion Papers 7420, Institute of Labor Economics (IZA).
    4. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    5. Pedro Carneiro & James J. Heckman & Dimitriy V. Masterov, 2003. "Labor Market Discrimination and Racial Differences in Premarket Factors," NBER Working Papers 10068, National Bureau of Economic Research, Inc.
    6. Gadi Barlevy & Derek Neal, 2012. "Pay for Percentile," American Economic Review, American Economic Association, vol. 102(5), pages 1805-1831, August.
    7. Nirav Mehta, 2017. "Targeting the Wrong Teachers? Linking Measurement with Theory to Evaluate Teacher Incentive Schemes," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20171, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    8. Alan B. Krueger & Diane M. Whitmore, 2001. "Would Smaller Classes Help Close the Black-White Achievement Gap?," Working Papers 830, Princeton University, Department of Economics, Industrial Relations Section..
    9. Borghans, L. & Golsteyn, B.H.H. & Heckman, J. & Humphries, J.E., 2011. "Identification problems in personality psychology," ROA Research Memorandum 004, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    10. Comin, Diego & Cirera, Xavi & Cruz, Marcio & Lee, Kyung Min, 2020. "Anatomy of Technology in the Firm," CEPR Discussion Papers 15427, C.E.P.R. Discussion Papers.
    11. Koop, Gary M & Tobias, Justin, 2006. "Semiparametric Bayesian Inference in Smooth Coefficient Models," Staff General Research Papers Archive 12202, Iowa State University, Department of Economics.
    12. Heckman, James J. & Masterov, Dimitriy V., 2004. "Skill Policies for Scotland," IZA Discussion Papers 1444, Institute of Labor Economics (IZA).
    13. Janet Currie & Duncan Thomas, 1999. "Early Test Scores, Socioeconomic Status and Future Outcomes," NBER Working Papers 6943, National Bureau of Economic Research, Inc.
    14. James J. Heckman, 1999. "Policies to Foster Human Capital," NBER Working Papers 7288, National Bureau of Economic Research, Inc.
    15. Kertesi, Gábor & Kézdi, Gábor, 2009. "Általános iskolai szegregáció Magyarországon az ezredforduló után [Primary school segregation in Hungary at the turn of the century]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(11), pages 959-1000.
    16. Domicolo, Carly & Nielsen, Eric, 2022. "Male–female achievement variance comparisons are not robust," Economics Letters, Elsevier, vol. 220(C).
    17. Heckman, James J. & Zhou, Jin, 2022. "Measuring Knowledge," IZA Discussion Papers 15252, Institute of Labor Economics (IZA).
    18. Elizabeth U. Cascio & Douglas O. Staiger, 2012. "Knowledge, Tests, and Fadeout in Educational Interventions," NBER Working Papers 18038, National Bureau of Economic Research, Inc.
    19. Zubovic, Jovan, 2010. "Razvoj privrede zasnovan na ulaganjima u ljudske resurse i stranim investicijama [Economic Growth Based on Investments in Human Resources and Foreign Investments]," MPRA Paper 64092, University Library of Munich, Germany.
    20. Yunker, James A., 2005. "The dubious utility of the value-added concept in higher education: the case of accounting," Economics of Education Review, Elsevier, vol. 24(3), pages 355-367, June.
    21. Elizabeth Webster & Mark Wooden & Gary Marks, 2004. "Reforming the Labour Market for Australian Teachers," Melbourne Institute Working Paper Series wp2004n28, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
    22. Mototsugu Fukushige & Hideo Yunoue, 2006. "Valuing Medical Schools in Japan: National versus Private Universities," Discussion Papers in Economics and Business 06-02, Osaka University, Graduate School of Economics.
    23. James J. Heckman & Jin Zhou, 2022. "Measuring Knowledge and Learning," NBER Working Papers 29990, National Bureau of Economic Research, Inc.
    24. Flavio Cunha & James J. Heckman, 2008. "Formulating, Identifying and Estimating the Technology of Cognitive and Noncognitive Skill Formation," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    25. Koop, Gary M & Poirier, Dale J & Tobias, Justin, 2005. "Semiparametric Bayesian Inference in Multiple Equation Models," Staff General Research Papers Archive 12009, Iowa State University, Department of Economics.
    26. James J. Heckman & Dimitriy V. Masterov, 2005. "Allander Series: Skill Policies for Scotland," NBER Working Papers 11032, National Bureau of Economic Research, Inc.

  24. James Heckman & Edward Vytlacil, 1998. "Instrumental Variables Methods for the Correlated Random Coefficient Model: Estimating the Average Rate of Return to Schooling When the Return is Correlated with Schooling," Journal of Human Resources, University of Wisconsin Press, vol. 33(4), pages 974-987.

    Cited by:

    1. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
    2. Vincenzo Andrietti & Xuejuan Su, 2019. "The Impact of Schooling Intensity on Student Learning: Evidence from a Quasi-Experiment," Education Finance and Policy, MIT Press, vol. 14(4), pages 679-701, Fall.
    3. Jeffrey R. Kling, 2000. "Interpreting Instrumental Variables Estimates of the Returns to Schooling," NBER Working Papers 7989, National Bureau of Economic Research, Inc.
    4. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    5. Fabrice Etilé, 2009. "Food price policies and the distribution of body mass index: Theory and empirical evidence from France," PSE Working Papers halshs-00586720, HAL.
    6. Cunha, Flavio & Heckman, James J., 2007. "Identifying and Estimating the Distributions of Ex Post and Ex Ante Returns to Schooling," Labour Economics, Elsevier, vol. 14(6), pages 870-893, December.
    7. Christian Belzil & Marco Leonardi, 2007. "Can Risk Aversion Explain Schooling Attainments?: evidence from Italy," Post-Print halshs-00201351, HAL.
    8. Todd Stinebrickner & Ralph Stinebrickner, 2001. "Working During School and Academic Performance," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20011, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    9. Pohlmeier, Winfried & Pfeiffer, Friedhelm & Maier, Michael, 2004. "Returns to Education and Individual Heterogeneity," ZEW Discussion Papers 04-34, ZEW - Leibniz Centre for European Economic Research.
    10. Nicolas R. Ziebarth, 2018. "Social Insurance and Health," Contributions to Economic Analysis, in: Health Econometrics, volume 127, pages 57-84, Emerald Group Publishing Limited.
    11. Lance Lochner & Alexander Monge-Naranjo, 2011. "Credit Constraints in Education," NBER Working Papers 17435, National Bureau of Economic Research, Inc.
    12. Morales, Leonardo Fabio & Medina, Carlos, 2017. "Assessing the effect of payroll taxes on formal employment: the case of the 2012 tax reform in Colombia," LSE Research Online Documents on Economics 123170, London School of Economics and Political Science, LSE Library.
    13. Belzil, Christian, 2007. "Testing the Specification of the Mincer Wage Equation," IZA Discussion Papers 2650, Institute of Labor Economics (IZA).
    14. Gordon Dahl, 2010. "Early teen marriage and future poverty," Demography, Springer;Population Association of America (PAA), vol. 47(3), pages 689-718, August.
    15. Tricia Gladden & Christopher Taber, 2009. "The relationship between wage growth and wage levels," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(6), pages 914-932.
    16. Christian Belzil, 2002. "Unobserved Ability and the Return to schooling++," Post-Print hal-00541872, HAL.
    17. Te Lai, 2015. "Regional Capital Mobility in China: An Endogenous Parameter Approach," Applied Economics and Finance, Redfame publishing, vol. 2(3), pages 63-75, August.
    18. Florens, Jean-Pierre & Heckman, James J. & Meghir, Costas & Vytlacil, Edward, 2003. "Instrumental Variables, Local Instrumental Variables and Control Functions," IDEI Working Papers 249, Institut d'Économie Industrielle (IDEI), Toulouse.
    19. Klein, Tobias J., 2007. "College Education and Wages in the U.K.: Estimating Conditional Average Structural Functions in Nonadditive Models with Binary Endogenous Variables," IZA Discussion Papers 2761, Institute of Labor Economics (IZA).
    20. Giuseppe Migali & Ian Walker, 2011. "Estimates of the causal effects of education on earnings over the lifecycle with cohort effects and endogenous education," Working Papers 2248796, Lancaster University Management School, Economics Department.
    21. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute of Labor Economics (IZA).
    22. James J. Heckman, 2001. "Micro Data, Heterogeneity, and the Evaluation of Public Policy: Nobel Lecture," Journal of Political Economy, University of Chicago Press, vol. 109(4), pages 673-748, August.
    23. Heckman, James J. & Schmierer, Daniel, 2010. "Tests of hypotheses arising in the correlated random coefficient model," Economic Modelling, Elsevier, vol. 27(6), pages 1355-1367, November.
    24. Asmaa Elbadawy, 2013. "The Effect of Tutoring on Secondary Streaming in Egypt," Working Papers 769, Economic Research Forum, revised Sep 2013.
    25. Alfaro-Urena, Alonso & Manelici, Isabela & Vasquez, Jose P, 2019. "The Effects of Multinationals on Workers: Evidence from Costa Rica," Institute for Research on Labor and Employment, Working Paper Series qt51r419w9, Institute of Industrial Relations, UC Berkeley.
    26. Amann, R. & Klein, T.J., 2012. "Returns to type or tenure?," Other publications TiSEM bbaff25b-f973-40a6-911d-2, Tilburg University, School of Economics and Management.
    27. Chiswick, Barry R., 2003. "Jacob Mincer, Experience and the Distribution of Earnings," IZA Discussion Papers 847, Institute of Labor Economics (IZA).
    28. Stefan Hoderlein & Hajo Holzmann & Alexander Meister, 2015. "The triangular model with random coefficients," CeMMAP working papers CWP33/15, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    29. Mwabu, Germano, 2008. "The Production of Child Health in Kenya: A Structural Model of Birth Weight," Working Papers 52, Yale University, Department of Economics.
    30. James J. Heckman, 2000. "Causal Parameters and Policy Analysis in Economics: A Twentieth Century Retrospective," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(1), pages 45-97.
    31. M. Christopher Auld & Nirmal Sidhu, 2005. "Schooling, cognitive ability and health," Health Economics, John Wiley & Sons, Ltd., vol. 14(10), pages 1019-1034, October.
    32. Andrei Zeleneev & Kirill Evdokimov, 2023. "Simple estimation of semiparametric models with measurement errors," CeMMAP working papers 10/23, Institute for Fiscal Studies.
    33. James J. Heckman & Lance J. Lochner & Petra E. Todd, 2008. "Earnings Functions And Rates Of Return," Working Papers 200831, Geary Institute, University College Dublin.
    34. Xavier D'Haultfoeuille & Stefan Hoderlein & Yuya Sasaki, 2013. "Nonlinear Difference-in-Differences in Repeated Cross Sections with Continuous Treatments," Boston College Working Papers in Economics 839, Boston College Department of Economics.
    35. Kirill S. Evdokimov & Andrei Zeleneev, 2023. "Simple Estimation of Semiparametric Models with Measurement Errors," Papers 2306.14311, arXiv.org, revised Jan 2025.
    36. Dahl, Gordon B. & Lochner, Lance John, 2012. "The Impact of Family Income on Child Achievement: Evidence from the Earned Income Tax Credit," IZA Discussion Papers 6613, Institute of Labor Economics (IZA).
    37. Flossmann Anton L. & Pohlmeier Winfried, 2006. "Causal Returns to Education: A Survey on Empirical Evidence for Germany," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 226(1), pages 6-23, February.
    38. Thomas Cornelissen & Christian Dustmann & Anna Christina Raute & Uta Schönberg, 2016. "From Late to MTE: Alternative Methods for the Evaluation of Policy Interventions," CESifo Working Paper Series 5987, CESifo.
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    75. Germano Mwabu, 2008. "The Production of Child Health in Kenya: A Structural Model of Birth Weight," Working Papers 963, Economic Growth Center, Yale University.
    76. Mintz, Ofer & Gilbride, Timothy J. & Lenk, Peter & Currim, Imran S., 2021. "The right metrics for marketing-mix decisions," International Journal of Research in Marketing, Elsevier, vol. 38(1), pages 32-49.
    77. Jared P. Hutchins & Brent Hueth & Guilherme Rosa, 2019. "Quantifying Heterogeneous Returns to Genetic Selection: Evidence from Wisconsin Dairies," NBER Working Papers 26417, National Bureau of Economic Research, Inc.
    78. Sokbae (Simon) Lee, 2004. "Endogeneity in quantile regression models: a control function approach," CeMMAP working papers CWP08/04, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    79. D’Haultfœuille, Xavier & Hoderlein, Stefan & Sasaki, Yuya, 2023. "Nonparametric difference-in-differences in repeated cross-sections with continuous treatments," Journal of Econometrics, Elsevier, vol. 234(2), pages 664-690.
    80. Khan, Bilal Muhammad, 2019. "Education Occupation Mismatch in Developing countries," MPRA Paper 92324, University Library of Munich, Germany.
    81. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2010. "Measuring heterogeneity in the returns to education using an education reform," European Economic Review, Elsevier, vol. 54(4), pages 483-500, May.
    82. Belzil, Christian & Hansen, Jörgen, 2001. "Heterogeneous Returns to Human Capital and Dynamic Self-Selection," IZA Discussion Papers 272, Institute of Labor Economics (IZA).
    83. Carl-Johan Dalgaard & Henrik Hansen, 2017. "The Return to Foreign Aid," Journal of Development Studies, Taylor & Francis Journals, vol. 53(7), pages 998-1018, July.
    84. Karim Chalak, 2012. "Identification of Average Random Coefficients under Magnitude and Sign Restrictions on Confounding," Boston College Working Papers in Economics 816, Boston College Department of Economics.
    85. James J. Heckman, 2005. "Micro Data, Heterogeneity and the Evaluation of Public Policy Part 2," The American Economist, Sage Publications, vol. 49(1), pages 16-44, March.
    86. Flávio Cunha & Irma Elo & Jennifer Culhane, 2013. "Eliciting Maternal Expectations about the Technology of Cognitive Skill Formation," NBER Working Papers 19144, National Bureau of Economic Research, Inc.
    87. Louise Laage, 2020. "A Correlated Random Coefficient Panel Model with Time-Varying Endogeneity," Papers 2003.09367, arXiv.org, revised Nov 2022.
    88. Kirill Evdokimov & Andrei Zeleneev, 2024. "Simple estimation of semiparametric models with measurement errors," CeMMAP working papers 05/24, Institute for Fiscal Studies.
    89. Laage, Louise, 2024. "A Correlated Random Coefficient panel model with time-varying endogeneity," Journal of Econometrics, Elsevier, vol. 242(2).
    90. Zeng, Shuwei & Gould, Brian & Thorne, Fiona & Laepple, Doris, "undated". "EU Milk Quota Elimination: Has the Productivity of Irish Dairy Farms Been Impacted?," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 261218, Agricultural and Applied Economics Association.
    91. Allen, Linda & Gottesman, Aron A. & Peng, Lin, 2012. "The impact of joint participation on liquidity in equity and syndicated bank loan markets," Journal of Financial Intermediation, Elsevier, vol. 21(1), pages 50-78.
    92. Salvador Navarro, 2011. "Using Observed Choices to Infer Agent's Information: Reconsidering the Importance of Borrowing Constraints, Uncertainty and Preferences in College Attendance," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20118, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    93. Michael Bates & Seolah Kim, 2019. "Per-Cluster Instrumental Variables Estimation: Uncovering the Price Elasticity of the Demand for Gasoline," Working Papers 202003, University of California at Riverside, Department of Economics.
    94. Klein, T.J., 2008. "Heterogeneous Treatment Effects : Instrumental Variables Without Monotonicity?," Other publications TiSEM e015611a-6b97-4cd5-8dc8-7, Tilburg University, School of Economics and Management.
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    96. Lionel Perini, 2014. "Who Benefits Most from University Education in Switzerland?," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 150(II), pages 119-159, June.
    97. Baris Kaymak, 2009. "Ability Bias and the Rising Education Premium in the United States: A Cohort-Based Analysis," Journal of Human Capital, University of Chicago Press, vol. 3(3), pages 224-267.
    98. Bryan S. Graham & James Powell, 2008. "Identification and Estimation of 'Irregular' Correlated Random Coefficient Models," NBER Working Papers 14469, National Bureau of Economic Research, Inc.
    99. Xiaolin Sun, 2022. "Estimation of Heterogeneous Treatment Effects Using a Conditional Moment Based Approach," Papers 2210.15829, arXiv.org, revised Oct 2024.
    100. Denis Chetverikov & Bradley Larsen & Christopher Palmer, 2016. "IV Quantile Regression for Group‐Level Treatments, With an Application to the Distributional Effects of Trade," Econometrica, Econometric Society, vol. 84, pages 809-833, March.
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    102. Gian Maria Tomat, 2018. "The elasticity of personal income: evidence from survey data," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 35(2), pages 433-462, August.
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    118. Alonso Alfaro Urena & Isabela Manelici & Jose P. Vasquez, 2021. "The Effects of Multinationals on Workers: Evidence from Costa Rican Microdata," Working Papers 285, Princeton University, Department of Economics, Center for Economic Policy Studies..
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Chapters

  1. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part II: Using the Marginal Treatment Effect to Organize Alternative Econometric Estimators to Evaluate Social Programs, and to Forecast their Effects in New," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 71, Elsevier.

    Cited by:

    1. James J. Heckman & Petra E. Todd, 2009. "A note on adapting propensity score matching and selection models to choice based samples," Econometrics Journal, Royal Economic Society, vol. 12(s1), pages 230-234, January.
    2. Simon Freyaldenhoven & Christian Hansen & Jesse M. Shapiro, 2019. "Pre-event Trends in the Panel Event-Study Design," American Economic Review, American Economic Association, vol. 109(9), pages 3307-3338, September.
    3. Depalo, D.;, 2019. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health, Econometrics and Data Group (HEDG) Working Papers 19/13, HEDG, c/o Department of Economics, University of York.
    4. Dong, Lei & Du, Rui & Kahn, Matthew & Ratti, Carlo & Zheng, Siqi, 2021. "“Ghost cities” versus boom towns: Do China's high-speed rail new towns thrive?," Regional Science and Urban Economics, Elsevier, vol. 89(C).
    5. Stefan Hoderlein & Yuya Sasaki, 2013. "Outcome Conditioned Treatment Effects," Boston College Working Papers in Economics 840, Boston College Department of Economics.
    6. Black, Dan A. & Joo, Joonhwi & LaLonde, Robert & Smith, Jeffrey A. & Taylor, Evan J., 2022. "Simple Tests for Selection: Learning More from Instrumental Variables," Labour Economics, Elsevier, vol. 79(C).
    7. Eric Gautier & Stefan Soderlein, 2011. "Estimating the Distribution of Treatment Effects," Working Papers 2011-25, Center for Research in Economics and Statistics.
    8. García, Jorge Luis & Heckman, James J., 2022. "Parenting Promotes Social Mobility Within and Across Generations," IZA Discussion Papers 15672, Institute of Labor Economics (IZA).
    9. Sasaki, Yuya & Ura, Takuya, 2023. "Estimation and inference for policy relevant treatment effects," Journal of Econometrics, Elsevier, vol. 234(2), pages 394-450.
    10. Matthias Westphal & Daniel A. Kamhöfer & Hendrik Schmitz, 2020. "Marginal College Wage Premiums under Selection into Employment," Working Papers CIE 133, Paderborn University, CIE Center for International Economics.
    11. Susanne Schennach & James Heckman & Flavio Cunha, 2007. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," 2007 Meeting Papers 973, Society for Economic Dynamics.
    12. Daniel A Kamhöfer & Hendrik Schmitz & Matthias Westphal, 2019. "Heterogeneity in Marginal Non-Monetary Returns to Higher Education," Journal of the European Economic Association, European Economic Association, vol. 17(1), pages 205-244.
    13. Paul Diegert & Matthew A. Masten & Alexandre Poirier, 2022. "Assessing Omitted Variable Bias when the Controls are Endogenous," Papers 2206.02303, arXiv.org, revised Jul 2023.
    14. Rob J. M. Alessie & Viola Angelini & Jochen O. Mierau & Laura Viluma, 2020. "Moral hazard and selection for voluntary deductibles," Health Economics, John Wiley & Sons, Ltd., vol. 29(10), pages 1251-1269, October.
    15. Becher, Michael & Stegmueller, Daniel, 2019. "Cognitive Ability, Union Membership, and Voter Turnout," IAST Working Papers 19-97, Institute for Advanced Study in Toulouse (IAST).
    16. Peter A. Savelyev & Kegon T. K. Tan, 2019. "Socioemotional Skills, Education, and Health-Related Outcomes of High-Ability Individuals," American Journal of Health Economics, University of Chicago Press, vol. 5(2), pages 250-280, Spring.
    17. Hiroyuki Kasahara & Yawen Liang & Joel Rodrigue, 2013. "Does Importing Intermediates Increase the Demand for Skilled Workers? Plant-level Evidence from Indonesia," CESifo Working Paper Series 4463, CESifo.
    18. Dorn, Sabrina & Egger, Peter, 2012. "On the Distribution of Exchange Rate Regime Treatment Effects on International Trade," VfS Annual Conference 2012 (Goettingen): New Approaches and Challenges for the Labor Market of the 21st Century 62054, Verein für Socialpolitik / German Economic Association.
    19. Dehejia, Rajeev & Pop-Eleches, Cristian & Samii, Cyrus, 2015. "From Local to Global: External Validity in a Fertility Natural Experiment," IZA Discussion Papers 9300, Institute of Labor Economics (IZA).
    20. Anna Wilding & Luke Munford & Matt Sutton, 2023. "Estimating the heterogeneous health and well‐being returns to social participation," Health Economics, John Wiley & Sons, Ltd., vol. 32(9), pages 1921-1940, September.
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