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Using Matching to Estimate Treatment Effects: Data Requirements, Matching Metrics, and Monte Carlo Evidence

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Cited by:

  1. Frölich, Markus & Huber, Martin & Wiesenfarth, Manuel, 2017. "The finite sample performance of semi- and non-parametric estimators for treatment effects and policy evaluation," Computational Statistics & Data Analysis, Elsevier, vol. 115(C), pages 91-102.
  2. Jaka Cepec & Peter Grajzl, 0. "Management turnover, ownership change, and post-bankruptcy failure of small businesses," Small Business Economics, Springer, vol. 0, pages 1-27.
  3. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
  4. Poppe, Robert, 2007. "The matching approach on expenditure patterns of migrant households: evidence from Moldova," Kiel Advanced Studies Working Papers 444, Kiel Institute for the World Economy (IfW Kiel).
  5. Luis Marcano, 2005. "Atacando Pobreza: Evaluación del Programa Fondo de Inversión Social de Panamá," OVE Working Papers 0205, Inter-American Development Bank, Office of Evaluation and Oversight (OVE).
  6. Hangtian Xu & Kentaro Nakajima, 2017. "Highways and industrial development in the peripheral regions of China," Papers in Regional Science, Wiley Blackwell, vol. 96(2), pages 325-356, June.
  7. Bia, Michela, 2007. "The Propensity Score method in public policy evaluation: a survey," POLIS Working Papers 79, Institute of Public Policy and Public Choice - POLIS.
  8. Wojciech Hardy & Michał Krawczyk & Joanna Tyrowicz, 2024. "Internet “piracy” and book sales: a field experiment," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 10(2), pages 457-471, December.
  9. Gary King & Christopher Lucas & Richard A. Nielsen, 2017. "The Balance‐Sample Size Frontier in Matching Methods for Causal Inference," American Journal of Political Science, John Wiley & Sons, vol. 61(2), pages 473-489, April.
  10. Fleischer, Rouven & Goettsche, Max & Schauer, Maximilian, 2017. "The Big 4 premium: Does it survive an auditor change? Evidence from Europe," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 29(C), pages 103-117.
  11. John Ammer & Sara B. Holland & David C. Smith & Francis E. Warnock, 2012. "U.S. International Equity Investment," Journal of Accounting Research, Wiley Blackwell, vol. 50(5), pages 1109-1139, December.
  12. Simone Moriconi & Giovanni Peri & Riccardo Turati, 2022. "Are Immigrants more Left leaning than Natives?," NBER Working Papers 30523, National Bureau of Economic Research, Inc.
  13. Keiko Fukumori & Ayumi Arai & Tomoya Matsumoto, 2022. "Risk Management for Smallholder Farmers: An Empirical Study on the Adoption of Weather-Index Crop Insurance in Rural Kenya," Working Papers 230, JICA Research Institute.
  14. Filip Premik, 2022. "Evaluating Poland’s Family 500+ Child Support Programme," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 2, pages 1-19.
  15. Beliyou Haile & Carlo Azzarri & Cleo Roberts & David J. Spielman, 2017. "Targeting, bias, and expected impact of complex innovations on developing-country agriculture: evidence from Malawi," Agricultural Economics, International Association of Agricultural Economists, vol. 48(3), pages 317-326, May.
  16. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
  17. Davydova, Yulia & Sokolov, Vladimir, 2014. "The real effects of financial constraints: Evidence from a debt subsidization program targeted at strategic firms," Journal of Empirical Finance, Elsevier, vol. 29(C), pages 247-265.
  18. Son, Sung Hyun & Kim, Young-Han, 2024. "Does cross-border M&A improve merging firms’ domestic performances?," Journal of Asian Economics, Elsevier, vol. 90(C).
  19. Arntz, Melanie & Wilke, Ralf A. & Winterhager, Henrik, 2006. "Regionenmatching im Rahmen der Evaluation der Experimentierungsklausel des § 6c SGB II: Methodische Vorgehensweise und Ergebnisse," ZEW Discussion Papers 06-061, ZEW - Leibniz Centre for European Economic Research.
  20. Markku Kaustia & Samuli Knüpfer & Sami Torstila, 2016. "Stock Ownership and Political Behavior: Evidence from Demutualizations," Management Science, INFORMS, vol. 62(4), pages 945-963, April.
  21. Dettmann, E. & Becker, C. & Schmeißer, C., 2011. "Distance functions for matching in small samples," Computational Statistics & Data Analysis, Elsevier, vol. 55(5), pages 1942-1960, May.
  22. Chen, Xiao & Huang, Bihong & Ye, Dezhu, 2020. "Gender gap in peer-to-peer lending: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 112(C).
  23. Miguel Minutti‐Meza, 2013. "Does Auditor Industry Specialization Improve Audit Quality?," Journal of Accounting Research, Wiley Blackwell, vol. 51(4), pages 779-817, September.
  24. Terzi, Alessio, 2020. "Macroeconomic adjustment in the euro area," European Economic Review, Elsevier, vol. 128(C).
  25. Christian Volpe Martincus & Jerónimo Carballo, 2012. "Export promotion activities in developing countries: What kind of trade do they promote?," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 21(4), pages 539-578, June.
  26. Jeremy J. Kovach & Morgan Swink & Mauricio Rodriguez, 2023. "Delaying supplier payments to increase buyer profits," Journal of Supply Chain Management, Institute for Supply Management, vol. 59(1), pages 26-47, January.
  27. Abbott, Joshua K. & Allen Klaiber, H., 2013. "The value of water as an urban club good: A matching approach to community-provided lakes," Journal of Environmental Economics and Management, Elsevier, vol. 65(2), pages 208-224.
  28. Volpe Martincus, Christian & Carballo, Jerónimo, 2010. "Export Promotion: Heterogeneous Programs and Heterogeneous Effects," IDB Publications (Working Papers) 3176, Inter-American Development Bank.
  29. Abbott, Joshua K. & Klaiber, H. Allen, 2011. "The Value Of Water As An Urban Club Good: A Matching Approach To Hoa-Provided Lakes," 2011 Annual Meeting, July 24-26, 2011, Pittsburgh, Pennsylvania 103781, Agricultural and Applied Economics Association.
  30. Bartram, Söhnke M. & Brown, Gregory W. & Conrad, Jennifer, 2011. "The Effects of Derivatives on Firm Risk and Value," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(4), pages 967-999, August.
  31. Jésus Fernández-Villaverde & Carlos Sanz & Jesús Fernández-Villaverde, 2024. "Classical Right, New Right, and Voting Behavior: Evidence from a Quasi-Natural Experiment," CESifo Working Paper Series 11179, CESifo.
  32. Carlson, Mark & Shan, Hui & Warusawitharana, Missaka, 2013. "Capital ratios and bank lending: A matched bank approach," Journal of Financial Intermediation, Elsevier, vol. 22(4), pages 663-687.
  33. Fairuzah Pertiwi Kartasasmita & Eny Sulistyaningrum, 2021. "The Impact of School Operational Assistance Program Implementation at School Level on Senior Secondary Education Enrollment by Households: Evidence from Indonesia in 2007 and 2014," Economics and Finance in Indonesia, Faculty of Economics and Business, University of Indonesia, vol. 67, pages 163-182, Desember.
  34. Shu Yang & Yunshu Zhang, 2023. "Multiply robust matching estimators of average and quantile treatment effects," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 50(1), pages 235-265, March.
  35. Martin Huber, 2019. "An introduction to flexible methods for policy evaluation," Papers 1910.00641, arXiv.org.
  36. Brei, Michael & Gambacorta, Leonardo & Lucchetta, Marcella & Parigi, Bruno Maria, 2023. "How effective are bad bank resolutions? New evidence from Europe," Journal of Financial Stability, Elsevier, vol. 67(C).
  37. Rosalba Radice & Luca Zanin & Giampiero Marra, 2013. "On the effect of obesity on employment in the presence of observed and unobserved confounding," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 67(4), pages 436-455, November.
  38. Moriconi, Simone & Peri, Giovanni & Turati, Riccardo, 2023. "Are Immigrants More Left Wing than Natives?," IZA Discussion Papers 16164, Institute of Labor Economics (IZA).
  39. Gwenolé Le Velly & Céline Dutilly, 2016. "Evaluating Payments for Environmental Services: Methodological Challenges," PLOS ONE, Public Library of Science, vol. 11(2), pages 1-20, February.
  40. Christian Volpe Martincus & Jerónimo Carballo, 2010. "Export Promotion: Heterogeneous Programs and Heterogeneous Effects," IDB Publications (Working Papers) 36759, Inter-American Development Bank.
  41. Zhao, Zhong, 2008. "Sensitivity of propensity score methods to the specifications," Economics Letters, Elsevier, vol. 98(3), pages 309-319, March.
  42. Flores, Carlos A. & Mitnik, Oscar A., 2009. "Evaluating Nonexperimental Estimators for Multiple Treatments: Evidence from Experimental Data," IZA Discussion Papers 4451, Institute of Labor Economics (IZA).
  43. Milu Muyanga & John Olwande & Esther Mueni & Stella Wambugu, 2010. "Free Primary Education in Kenya: An Impact Evaluation Using Propensity Score Methods," Working Papers PMMA 2010-08, PEP-PMMA.
  44. Gensler, Sonja & Leeflang, Peter & Skiera, Bernd, 2013. "Comparing methods to separate treatment from self-selection effects in an online banking setting," Journal of Business Research, Elsevier, vol. 66(9), pages 1272-1278.
  45. Götze, Tobias & Gürtler, Marc, 2020. "Risk transfer and moral hazard: An examination on the market for insurance-linked securities," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 758-777.
  46. Brown, Zachary S., 2017. "Voluntary programs to encourage refuges for pesticide resistance management: lessons from a quasi-experiment," CEnREP Working Papers 264974, North Carolina State University, Department of Agricultural and Resource Economics.
  47. Timothy B. Armstrong & Michal Kolesár, 2021. "Finite‐Sample Optimal Estimation and Inference on Average Treatment Effects Under Unconfoundedness," Econometrica, Econometric Society, vol. 89(3), pages 1141-1177, May.
  48. Danilo Liberati & Marco Marinucci & Giulia Martina Tanzi, 2016. "Science and technology parks in Italy: main features and analysis of their effects on the firms hosted," The Journal of Technology Transfer, Springer, vol. 41(4), pages 694-729, August.
  49. Dettmann, Eva & Giebler, Alexander & Weyh, Antje, 2020. "Flexpaneldid: A Stata toolbox for causal analysis with varying treatment time and duration," IWH Discussion Papers 3/2020, Halle Institute for Economic Research (IWH).
  50. Christian Volpe Martincus & Jerónimo Carballo, 2012. "Export promotion activities in developing countries: What kind of trade do they promote?," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 21(4), pages 539-578, June.
  51. Advani, Arun & Sloczynski, Tymon, 2013. "Mostly Harmless Simulations? On the Internal Validity of Empirical Monte Carlo Studies," IZA Discussion Papers 7874, Institute of Labor Economics (IZA).
  52. Eva Dettmann & Jutta Günther, 2013. "Subsidized Vocational Training: Stepping Stone or Trap? Assessing Empirical Effects Using Matching Techniques," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 149(IV), pages 405-443, December.
  53. Paweł Strawiński, 2013. "Controlling for overlap in matching," Working Papers 2013-10, Faculty of Economic Sciences, University of Warsaw.
  54. Sullivan, Karen & Deng, Xiangzheng & Huang, Jikun & Rozelle, Scott & Farnsworth, Helen F. & Gibson, John, 2010. "Reaching Far into the Woods: Impact of Roads on Forest Structure in China," 2010 Annual Meeting, July 25-27, 2010, Denver, Colorado 271512, Agricultural and Applied Economics Association.
  55. Hector Gonzalo Ordóñez‐Matamoros & Susan E. Cozzens & Margarita Garcia, 2010. "International Co‐Authorship and Research Team Performance in Colombia," Review of Policy Research, Policy Studies Organization, vol. 27(4), pages 415-431, July.
  56. Claire Economidou & Dimitrios Gounopoulos & Dimitrios Konstantios & Emmanuel Tsiritakis, 2023. "Is sustainability rating material to the market?," Financial Management, Financial Management Association International, vol. 52(1), pages 127-179, March.
  57. Weltin, Meike & Hüttel, Silke, 2019. "Farm eco-efficiency: Can sustainable intensification make the difference?," FORLand Working Papers 10 (2019), Humboldt University Berlin, DFG Research Unit 2569 FORLand "Agricultural Land Markets – Efficiency and Regulation".
  58. Bill Francis & Iftekhar Hasan & Jong Chool Park & Qiang Wu, 2015. "Gender Differences in Financial Reporting Decision Making: Evidence from Accounting Conservatism," Contemporary Accounting Research, John Wiley & Sons, vol. 32(3), pages 1285-1318, September.
  59. Mauro Oliveira & Palani‐Rajan Kadapakkam, 2021. "Effects of customer horizontal merger on supplier capital structure decisions," International Review of Finance, International Review of Finance Ltd., vol. 21(4), pages 1464-1491, December.
  60. Riccardo Turati, 2020. "Network-based Connectedness and the Diffusion of Cultural Traits," LIDAM Discussion Papers IRES 2020012, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).
  61. Riccardo Turati, 2025. "Networks abroad and culture: global individual-level evidence," Journal of Population Economics, Springer;European Society for Population Economics, vol. 38(1), pages 1-42, March.
  62. Masino, Serena & Niño-Zarazúa, Miguel, 2014. "Social service delivery and access to financial innovation. The impact of Oportunidades’ electronic payment system in Mexico," MPRA Paper 53430, University Library of Munich, Germany.
  63. Peter R. Mueser & Kenneth R. Troske & Alexey Gorislavsky, 2007. "Using State Administrative Data to Measure Program Performance," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 761-783, November.
  64. Masino, Serena & Niño-Zarazúa, Miguel, 2014. "Social service delivery and access to financial innovation. The impact of Oportunidades’ electronic payment system in Mexico," MPRA Paper 53430, University Library of Munich, Germany.
  65. 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.
  66. Wehn‐Jyuan Tsai, 2023. "Immigration and inequality: Analysis of Mainland Chinese spouses during the early stages of their time in Taiwan," Pacific Economic Review, Wiley Blackwell, vol. 28(4), pages 519-551, October.
  67. Eduardo Fajnzylber & Gonzalo Reyes, 2015. "Knowledge, Information, and Retirement Saving Decisions: Evidence from a Large-Scale Intervention in Chile," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Spring 20), pages 83-117, February.
  68. James M. Williamson & John L. Pender, 2016. "Economic Stimulus and the Tax Code," Public Finance Review, , vol. 44(4), pages 415-445, July.
  69. Miguel Angel Malo & Fernando Muñoz-Bullón, 2006. "Employment promotion measures and the quality of the job match for persons with disabilities," Hacienda Pública Española / Review of Public Economics, IEF, vol. 179(4), pages 79-111, September.
  70. Kantelhardt, Jochen & Kirchweger, Stefan, 2015. "Matching Efficiency Results of Organic Farms," 2015 Conference, August 9-14, 2015, Milan, Italy 212024, International Association of Agricultural Economists.
  71. Nishiotis, George P. & Rompolis, Leonidas S., 2019. "Put-call parity violations and return predictability: Evidence from the 2008 short sale ban," Journal of Banking & Finance, Elsevier, vol. 106(C), pages 276-297.
  72. Sridhar Thapa & Sanjaya Acharya, 2017. "Remittances and Household Expenditure in Nepal: Evidence from Cross-Section Data," Economies, MDPI, vol. 5(2), pages 1-17, May.
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  74. Leth-Petersen, Søren & Rotger, Gabriel Pons, 2009. "Long-term labour-market performance of whiplash claimants," Journal of Health Economics, Elsevier, vol. 28(5), pages 996-1011, September.
  75. James R. Meldrum, 2016. "Floodplain Price Impacts by Property Type in Boulder County, Colorado: Condominiums Versus Standalone Properties," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 64(4), pages 725-750, August.
  76. Fitzenberger, Bernd & Furdas, Marina, 2012. "Benchmarking Regions: Estimating the Counterfactual Distribution of Labor Market Outcomes," IZA Discussion Papers 6465, Institute of Labor Economics (IZA).
  77. R. Harris & Q. C. Li & J. Moffat, 2011. "The impact of higher education institution-firm knowledge links on firm-level productivity in Britain," Applied Economics Letters, Taylor & Francis Journals, vol. 18(13), pages 1243-1246.
  78. Michela Bia & Roberto Leombruni & Pierre-Jean Messe, 2009. "Young in-Old out: a new evaluation based on Generalized Propensity Score," LABORatorio R. Revelli Working Papers Series 93, LABORatorio R. Revelli, Centre for Employment Studies.
  79. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
  80. Ham, John C. & Li, Xianghong & Reagan, Patricia B., 2011. "Matching and semi-parametric IV estimation, a distance-based measure of migration, and the wages of young men," Journal of Econometrics, Elsevier, vol. 161(2), pages 208-227, April.
  81. Foster, E. Michael & McCombs-Thornton, Kimberly, 2013. "Child welfare and the challenge of causal inference," Children and Youth Services Review, Elsevier, vol. 35(7), pages 1130-1142.
  82. Jochen Kluve & Boris Augurzky, 2007. "Assessing the performance of matching algorithms when selection into treatment is strong," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(3), pages 533-557.
  83. Chen, Xiao & Huang, Bihong & Ye, Dezhu, 2019. "The Gender Gap in Peer-to-Peer Lending: Evidence from the People’s Republic of China," ADBI Working Papers 977, Asian Development Bank Institute.
  84. Hugo Bodory & Martin Huber & Michael Lechner, 2024. "The Finite Sample Performance of Instrumental Variable-Based Estimators of the Local Average Treatment Effect When Controlling for Covariates," Computational Economics, Springer;Society for Computational Economics, vol. 64(4), pages 2053-2078, October.
  85. Adeola Oyenubi, 2020. "A note on Covariate Balancing Propensity Score and Instrument-like variables," Economics Bulletin, AccessEcon, vol. 40(1), pages 202-209.
  86. Driffield, Nigel & Love, James H. & Yang, Yong, 2016. "Reverse international knowledge transfer in the MNE: (Where) does affiliate performance boost parent performance?," Research Policy, Elsevier, vol. 45(2), pages 491-506.
  87. Raphaël Chiappini & Samira Demaria & Benjamin Montmartin & Sophie Pommet, 2020. "Can Direct Innovation Subsidies Relax SMEs' Credit Constraints?," GREDEG Working Papers 2020-09, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
  88. Adeola Oyenubi & Martin Wittenberg, 2021. "Does the choice of balance-measure matter under genetic matching?," Empirical Economics, Springer, vol. 61(1), pages 489-502, July.
  89. Jaka Cepec & Peter Grajzl, 2021. "Management turnover, ownership change, and post-bankruptcy failure of small businesses," Small Business Economics, Springer, vol. 57(1), pages 555-581, June.
  90. Javier Gil-Bazo & Pablo Ruiz-Verdú & André Santos, 2010. "The Performance of Socially Responsible Mutual Funds: The Role of Fees and Management Companies," Journal of Business Ethics, Springer, vol. 94(2), pages 243-263, June.
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  93. Arun Advani & Toru Kitagawa & Tymon Słoczyński, 2019. "Mostly harmless simulations? Using Monte Carlo studies for estimator selection," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(6), pages 893-910, September.
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  104. Eduardo Fajnzylber & Gonzalo Reyes, 2015. "Knowledge, Information, and Retirement Saving Decisions: Evidence from a Large-Scale Intervention in Chile," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Spring 20), pages 83-117, February.
  105. Xu, Hangtian & Nakajima, Kentaro, 2013. "Highways and Development in the Peripheral Regions of China," PRIMCED Discussion Paper Series 33, Institute of Economic Research, Hitotsubashi University.
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  109. Dettmann, Eva & Günther, Jutta, 2009. "Subsidized Vocational Training: Stepping Stone or Trap? An Evaluation Study for East Germany," IWH Discussion Papers 21/2009, Halle Institute for Economic Research (IWH).
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  112. Johar, Meliyanni, 2009. "The impact of the Indonesian health card program: A matching estimator approach," Journal of Health Economics, Elsevier, vol. 28(1), pages 35-53, January.
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  118. Giovanni Cerulli, 2008. "Modelling and measuring the effects of public subsidies on business R&D: theoretical and econometric issues," CERIS Working Paper 200803, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY.
  119. Jeremy Michels, 2017. "Disclosure Versus Recognition: Inferences from Subsequent Events," Journal of Accounting Research, Wiley Blackwell, vol. 55(1), pages 3-34, March.
  120. Filip Premik, 2021. "Evaluating the 500+ child support program in Poland," GRAPE Working Papers 53, GRAPE Group for Research in Applied Economics.
  121. Cory Koedel & Rachana Bhatt, 2011. "Large-Scale Evaluations of Curricular Effectiveness: The Case of Elementary Mathematics in Indiana," Working Papers 1122, Department of Economics, University of Missouri, revised 31 Jan 2012.
  122. Riccardo Turati, 2021. "Do you want to migrate to the United States? Migration intentions and Cultural Traits in Latin America," Working Papers wpdea2101, Department of Applied Economics at Universitat Autonoma of Barcelona.
  123. Cristina Borra & Almudena Sevilla & Jonathan Gershuny, 2013. "Calibrating Time-Use Estimates for the British Household Panel Survey," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 114(3), pages 1211-1224, December.
  124. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
  125. Bill Francis & Iftekhar Hasan & Jong Chool Park & Qiang Wu, 2015. "Gender Differences in Financial Reporting Decision Making: Evidence from Accounting Conservatism," Contemporary Accounting Research, John Wiley & Sons, vol. 32(3), pages 1285-1318, September.
  126. Gregory Price & William Spriggs & Omari Swinton, 2011. "The Relative Returns to Graduating from a Historically Black College/University: Propensity Score Matching Estimates from the National Survey of Black Americans," The Review of Black Political Economy, Springer;National Economic Association, vol. 38(2), pages 103-130, June.
  127. Jason K. Luellen & William R. Shadish & M. H. Clark, 2005. "Propensity Scores," Evaluation Review, , vol. 29(6), pages 530-558, December.
  128. Chen, Sheng-Syan & Chen, Yan-Shing & Kang, Jun-Koo & Peng, Shu-Cing, 2020. "Board structure, director expertise, and advisory role of outside directors," Journal of Financial Economics, Elsevier, vol. 138(2), pages 483-503.
  129. Hwang, Byoung-Hyoun & Kim, Hugh Hoikwang, 2017. "It pays to write well," Journal of Financial Economics, Elsevier, vol. 124(2), pages 373-394.
  130. Bettoni, Luis & Santos, Marcelo & Filho, Gilberto Oliveira, 2023. "The impact of microcredit on small firms in Brazil: A potential to promote investment, growth and inclusion," Journal of Policy Modeling, Elsevier, vol. 45(3), pages 592-608.
  131. Gensler, Sonja & Leeflang, Peter & Skiera, Bernd, 2012. "Impact of online channel use on customer revenues and costs to serve: Considering product portfolios and self-selection," International Journal of Research in Marketing, Elsevier, vol. 29(2), pages 192-201.
  132. Takeshima, Hiroyuki, 2015. "Identifying the effects of market imperfections for a scale biased agricultural technology: Tractors in Nigeria," 2015 Conference, August 9-14, 2015, Milan, Italy 211937, International Association of Agricultural Economists.
  133. Huber, Martin & Lechner, Michael & Wunsch, Conny, 2013. "The performance of estimators based on the propensity score," Journal of Econometrics, Elsevier, vol. 175(1), pages 1-21.
  134. Pender, John & Reeder, Richard, 2011. "Impacts of Regional Approaches to Rural Development: Initial Evidence on the Delta Regional Authority," Economic Research Report 262240, United States Department of Agriculture, Economic Research Service.
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  136. Giovanni Cerulli & Bianca Potì, 2010. "The differential impact of privately and publicly funded R&D on R&D investment and innovation: The Italian case," Working Papers 10, Doctoral School of Economics, Sapienza University of Rome, revised 2010.
  137. Villalobos Barría, Carlos & Klasen, Stephan, 2016. "The impact of SENAI's vocational training program on employment, wages, and mobility in Brazil: Lessons for Sub Saharan Africa?," The Quarterly Review of Economics and Finance, Elsevier, vol. 62(C), pages 74-96.
  138. Luca Zanin & Rosalba Radice & Giampiero Marra, 2013. "Estimating the Effect of Perceived Risk of Crime on Social Trust in the Presence of Endogeneity Bias," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 114(2), pages 523-547, November.
  139. Bill Hu & Joon Ho Hwang & Christine Jiang, 2014. "The Impact of Earnings Guidance Cessation on Information Asymmetry," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 41(1-2), pages 73-99, January.
  140. Sanvicente, Antonio Zoratto & Bortoluzzo, Adriana & Bortoluzzo, Mauricio Mesquita, 2017. "Capital structure determinants of financially constrained and unconstrained firms," Textos para discussão 451, FGV EESP - Escola de Economia de São Paulo, Fundação Getulio Vargas (Brazil).
  141. Paweł Strawiński, 2012. "Small sample properties of matching with caliper," Working Papers 2012-13, Faculty of Economic Sciences, University of Warsaw.
  142. Nguyen Viet, Cuong, 2012. "Selection of Control Variables in Propensity Score Matching: Evidence from a Simulation Study," MPRA Paper 36377, University Library of Munich, Germany.
  143. Malo, Miguel A., 2005. "Job matching quality effects of employment promotion measures for people with disabilities," DEE - Working Papers. Business Economics. WB wb055315, Universidad Carlos III de Madrid. Departamento de Economía de la Empresa.
  144. John Moffat, 2014. "Regional Selective Assistance in Scotland: Does it make a difference to plant productivity?," Urban Studies, Urban Studies Journal Limited, vol. 51(12), pages 2555-2571, September.
  145. Arauzo Carod, Josep Maria & Segarra Blasco, Agustí, 1958- & Teruel, Mercedes, 2016. "Science and technology parks and firm growth," Working Papers 2072/266576, Universitat Rovira i Virgili, Department of Economics.
  146. Vincenzo Salvucci & Finn Tarp, 2024. "Assessing the Impact of Covid-19 in Mozambique in 2020," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 36(4), pages 803-840, August.
  147. Boehm, Martin, 2008. "Determining the impact of internet channel use on a customer's lifetime," Journal of Interactive Marketing, Elsevier, vol. 22(3), pages 2-22.
  148. Li, Libo & Yu, Huan & Kunc, Martin, 2024. "The impact of forum content on data science open innovation performance: A system dynamics-based causal machine learning approach," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
  149. Georg Struch, 2012. "Entwicklung des integrierten Mikrosimulationsmodells EITDsim," Working Papers 122, Bavarian Graduate Program in Economics (BGPE).
  150. Giovanni Cerulli & Bianca Poti', 2008. "Evaluating the Effect of Public Subsidies on firm R&D activity: an Application to Italy Using the Community Innovation Survey," CERIS Working Paper 200809, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY.
  151. Barbara Casu & Andrew Clare & Anna Sarkisyan & Stephen Thomas, 2013. "Securitization and Bank Performance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(8), pages 1617-1658, December.
  152. Eunah Jung & Heeyeun Yoon, 2018. "Is Flood Risk Capitalized into Real Estate Market Value? A Mahalanobis-Metric Matching Approach to the Housing Market in Gyeonggi, South Korea," Sustainability, MDPI, vol. 10(11), pages 1-17, November.
  153. Allen, Arthur & Francis, Bill B. & Wu, Qiang & Zhao, Yijiang, 2016. "Analyst coverage and corporate tax aggressiveness," Journal of Banking & Finance, Elsevier, vol. 73(C), pages 84-98.
  154. Edward Feser, 2013. "Isserman’s Impact," International Regional Science Review, , vol. 36(1), pages 44-68, January.
  155. Giovanni Cerulli, 2010. "Modelling and Measuring the Effect of Public Subsidies on Business R&D: A Critical Review of the Econometric Literature," The Economic Record, The Economic Society of Australia, vol. 86(274), pages 421-449, September.
  156. Denisova-Schmidt, Elena & Huber, Martin & Leontyeva, Elvira, 2016. "On the development of students’ attitudes towards corruption and cheating in Russian universities," FSES Working Papers 467, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
  157. Richard Blundell & Lorraine Dearden & Barbara Sianesi, 2005. "Evaluating the effect of education on earnings: models, methods and results from the National Child Development Survey," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 168(3), pages 473-512, July.
  158. Gounopoulos, Dimitrios & Kallias, Antonios & Kallias, Konstantinos & Tzeremes, Panayiotis G., 2017. "Political money contributions of U.S. IPOs," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 19-38.
  159. Michael Dockery & Thorsten Stromback, 2005. "Straight to Work or a Traineeship: A comparison of Two Pathways," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 8(4), pages 309-329, December.
  160. Pan, Liqun & Mukhopadhaya, Pundarik & Li, Jing, 2019. "The changing texture of the city-size wage differential in Chinese cities – Effects of skill and identity," China Economic Review, Elsevier, vol. 53(C), pages 191-210.
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