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Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design

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  1. Sharp Regression Discontinuity Example and Limitations
    by Francis Smart in Econometrics by Simulation on 2012-08-22 19:00:00

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Cited by:

  1. Michael Gerfin & Boris Kaiser & Christian Schmid, 2015. "Healthcare Demand in the Presence of Discrete Price Changes," Health Economics, John Wiley & Sons, Ltd., vol. 24(9), pages 1164-1177, September.
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  3. Yao Pan & Stephen C Smith & Munshi Sulaiman, 2018. "Agricultural Extension and Technology Adoption for Food Security: Evidence from Uganda," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(4), pages 1012-1031.
  4. Huber, Martin & Steinmayr, Andreas, 2017. "A Framework for Separating Individual Treatment Effects From Spillover, Interaction, and General Equilibrium Effects," Rationality and Competition Discussion Paper Series 21, CRC TRR 190 Rationality and Competition.
  5. Brachert, Matthias & Dettmann, Eva & Titze, Mirko, 2019. "The regional effects of a place-based policy – Causal evidence from Germany," Regional Science and Urban Economics, Elsevier, vol. 79(C).
  6. Jing You & Samuel Annim, 2014. "The Impact of Microcredit on Child Education: Quasi-experimental Evidence from Rural China," Journal of Development Studies, Taylor & Francis Journals, vol. 50(7), pages 926-948, July.
  7. Elias Einiö & Henry G. Overman, 2016. "The (Displacement) Effects of Spatially Targeted Enterprise Initiatives: Evidence from UK LEGI," SERC Discussion Papers 0191, Centre for Economic Performance, LSE.
  8. Bütikofer, Aline & Ginja, Rita & Landaud, Fanny & Loken, Katrine Vellesen, 2020. "School Selectivity, Peers, and Mental Health," IZA Discussion Papers 13796, Institute of Labor Economics (IZA).
  9. Li, Yaoyao & Zhu, Daolin & Zhao, Jiangmeng & Zheng, Xiaodong & Zhang, Lanyue, 2020. "Effect of the housing purchase restriction policy on the Real Estate Market: Evidence from a typical suburb of Beijing, China," Land Use Policy, Elsevier, vol. 94(C).
  10. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
  11. Takuya Ishihara & Masayuki Sawada, 2020. "Manipulation-Robust Regression Discontinuity Designs," Papers 2009.07551, arXiv.org, revised Sep 2024.
  12. Feng, Andy & Graetz, Georg, 2017. "A question of degree: The effects of degree class on labor market outcomes," Economics of Education Review, Elsevier, vol. 61(C), pages 140-161.
  13. Yörük, BarIs K. & Yörük, Ceren Ertan, 2011. "The impact of minimum legal drinking age laws on alcohol consumption, smoking, and marijuana use: Evidence from a regression discontinuity design using exact date of birth," Journal of Health Economics, Elsevier, vol. 30(4), pages 740-752, July.
  14. Bonaccorsi di Patti, Emilia & Moscatelli, Mirko & Pietrosanti, Stefano, 2023. "The impact of bank regulation on the cost of credit: Evidence from a discontinuity in capital requirements," Journal of Financial Intermediation, Elsevier, vol. 55(C).
  15. Gaurav Khanna & Carlos Medina & Anant Nyshadham & Jorge Tamayo & Nicolas Torres, 2023. "Formal Employment and Organised Crime: Regression Discontinuity Evidence from Colombia," The Economic Journal, Royal Economic Society, vol. 133(654), pages 2427-2448.
  16. You, Jing, 2013. "The role of microcredit in older children’s nutrition: Quasi-experimental evidence from rural China," Food Policy, Elsevier, vol. 43(C), pages 167-179.
  17. Maximilian v. Ehrlich & Tobias Seidel, 2018. "The Persistent Effects of Place-Based Policy: Evidence from the West-German Zonenrandgebiet," American Economic Journal: Economic Policy, American Economic Association, vol. 10(4), pages 344-374, November.
  18. Olivier Bargain & Karina Doorley, 2009. "Caught in the Trap? The Disincentive Effect of Social Assistance," Working Papers 200906, School of Economics, University College Dublin.
  19. Colubi, Ana & Ramos-Guajardo, Ana Belén, 2023. "Fuzzy sets and (fuzzy) random sets in Econometrics and Statistics," Econometrics and Statistics, Elsevier, vol. 26(C), pages 84-98.
  20. Irineu de Carvalho Filho & Stephan Litschig, 2022. "Long-Run Impacts of Intergovernmental Transfers," Journal of Human Resources, University of Wisconsin Press, vol. 57(3), pages 868-917.
  21. Ludolph, Lars, 2023. "The value of formal host-country education for the labour market position of refugees: Evidence from Austria," Economics of Education Review, Elsevier, vol. 92(C).
  22. Carlos medina & Jairo Núñez & Jorge Andrés Tamayo, 2013. "The Unemployment Subsidy Program in Colombia: An Assessment," Borradores de Economia 750, Banco de la Republica de Colombia.
  23. Wuepper, David & Wimmer, Stefan & Sauer, Johannes, 2020. "Is small family farming more environmentally sustainable? Evidence from a spatial regression discontinuity design in Germany," Land Use Policy, Elsevier, vol. 90(C).
  24. Camargo, Braz & Camelo, Rafael & Firpo, Sergio & Ponczek, Vladimir, 2014. "Information, Market Incentives, and Student Performance," IZA Discussion Papers 7941, Institute of Labor Economics (IZA).
  25. Yörük, Barış K., 2023. "Does public policy affect attitudes? Evidence from age-based health insurance coverage policies in the United States," Journal of Economic Behavior & Organization, Elsevier, vol. 205(C), pages 287-302.
  26. Bizopoulou, Aspasia & Megalokonomou, Rigissa & Simion, Stefania, 2022. "Do Second Chances Pay Off? Evidence from a Natural Experiment with Low-Achieving Students," IZA Discussion Papers 15139, Institute of Labor Economics (IZA).
  27. Yoichi Arai & Yu‐Chin Hsu & Toru Kitagawa & Ismael Mourifié & Yuanyuan Wan, 2022. "Testing identifying assumptions in fuzzy regression discontinuity designs," Quantitative Economics, Econometric Society, vol. 13(1), pages 1-28, January.
  28. Kamalow, Raffael & Siedler, Thomas, 2019. "The Effects of Stepwise Minimum Legal Drinking Age Legislation on Mortality: Evidence from Germany," IZA Discussion Papers 12456, Institute of Labor Economics (IZA).
  29. Martins, Pedro S., 2021. "Working to get fired? Unemployment benefits and employment duration," Journal of Policy Modeling, Elsevier, vol. 43(5), pages 1016-1030.
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  32. Francesca Carta & Lucia Rizzica, 2015. "Female employment and pre-kindergarten: on the uninteded effects of an Italian reform," Temi di discussione (Economic working papers) 1030, Bank of Italy, Economic Research and International Relations Area.
  33. Dong, Yingying, 2010. "Jumpy or Kinky? Regression Discontinuity without the Discontinuity," MPRA Paper 25461, University Library of Munich, Germany.
  34. Moberg, Ylva, 2019. "Speedy responses: Effects of higher benefits on take-up and division of parental leave," Working Paper Series 2019:2, IFAU - Institute for Evaluation of Labour Market and Education Policy.
  35. Jason M. Lindo & Nicholas J. Sanders & Philip Oreopoulos, 2010. "Ability, Gender, and Performance Standards: Evidence from Academic Probation," American Economic Journal: Applied Economics, American Economic Association, vol. 2(2), pages 95-117, April.
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  37. Di Pietro, Giorgio, 2010. "The Impact of Degree Class on the First Destinations of Graduates: A Regression Discontinuity Approach," IZA Discussion Papers 4836, Institute of Labor Economics (IZA).
  38. Yoichi Arai & Hidehiko Ichimura, 2018. "Simultaneous selection of optimal bandwidths for the sharp regression discontinuity estimator," Quantitative Economics, Econometric Society, vol. 9(1), pages 441-482, March.
  39. Caio Piza & André Portela Souza & Patrick M Emerson & Vivian Amorim, 2024. "The Short- and Longer-Term Effects of a Child Labor Ban," The World Bank Economic Review, World Bank, vol. 38(2), pages 351-370.
  40. Ferreira, Fernando, 2010. "You can take it with you: Proposition 13 tax benefits, residential mobility, and willingness to pay for housing amenities," Journal of Public Economics, Elsevier, vol. 94(9-10), pages 661-673, October.
  41. Chad D. Meyerhoefer & Muzhe Yang, 2011. "The Relationship between Food Assistance and Health: A Review of the Literature and Empirical Strategies for Identifying Program Effects," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 33(3), pages 304-344.
  42. Maria Donovan Fitzpatrick, 2010. "Preschoolers Enrolled and Mothers at Work? The Effects of Universal Prekindergarten," Journal of Labor Economics, University of Chicago Press, vol. 28(1), pages 51-85, January.
  43. Francisco J.M Costa & João S. De Faria & Felipe S. Iachan & Bárbara Caballero, 2018. "Homicides and the Age of Criminal Responsibility: A Density Discontinuity Approach," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2018), pages 59-92, November.
  44. Solé-Ollé, Albert & Viladecans-Marsal, Elisabet, 2013. "Do political parties matter for local land use policies?," Journal of Urban Economics, Elsevier, vol. 78(C), pages 42-56.
  45. Adriana D. Kugler & Robert M. Sauer, 2005. "Doctors without Borders? Relicensing Requirements and Negative Selection in the Market for Physicians," Journal of Labor Economics, University of Chicago Press, vol. 23(3), pages 437-466, July.
  46. Dillender, Marcus, 2016. "The impact of a closed formulary on prescribing patterns in the treatment of injured workers," Economics Letters, Elsevier, vol. 145(C), pages 88-91.
  47. Andreas Steinhauer, 2018. "Working Moms, Childlessness, and Female Identity," Working Papers hal-03475468, HAL.
  48. Rasmussen, Astrid Würtz, 2010. "Increasing the length of parents' birth-related leave: The effect on children's long-term educational outcomes," Labour Economics, Elsevier, vol. 17(1), pages 91-100, January.
  49. Najat El Mekkaoui & Bérangère Legendre, 2022. "Does pension information impact savings?," Post-Print hal-03877170, HAL.
  50. Keats, Anthony, 2018. "Women's schooling, fertility, and child health outcomes: Evidence from Uganda's free primary education program," Journal of Development Economics, Elsevier, vol. 135(C), pages 142-159.
  51. 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.
  52. Doris, Aedin & O'Neill, Donal & Sweetman, Olive, 2017. "Does Reducing Unemployment Benefits During a Recession Reduce Youth Unemployment? Evidence from a 50% Cut in Unemployment Assistance," IZA Discussion Papers 10727, Institute of Labor Economics (IZA).
  53. Steven F. Koch & Jeffrey S. Racine, 2016. "Healthcare facility choice and user fee abolition: regression discontinuity in a multinomial choice setting," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 179(4), pages 927-950, October.
  54. Park, Albert & Shi, Xinzheng & Hsieh, Chang-tai & An, Xuehui, 2015. "Magnet high schools and academic performance in China: A regression discontinuity design," Journal of Comparative Economics, Elsevier, vol. 43(4), pages 825-843.
  55. Gonzalo E. Sánchez, 2022. "Non-compliance notifications and taxpayer strategic behavior: evidence from Ecuador," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 29(3), pages 627-666, June.
  56. Patrick Hullegie & Tobias J. Klein, 2011. "The Effect of Private Health Insurance on Doctor Visits, Hospital Nights, and Self-Assessed Health: Evidence from the German Socio-Economic Panel," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 131(2), pages 395-407.
  57. Ahlfeldt, Gabriel M. & Nitsch, Volker & Wendland, Nicolai, 2019. "Ease vs. noise: Long-run changes in the value of transport (dis)amenities," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
  58. Engels, Barbara & Geyer, Johannes & Haan, Peter, 2017. "Pension incentives and early retirement," Labour Economics, Elsevier, vol. 47(C), pages 216-231.
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  60. Corekcioglu, Gozde & Francesconi, Marco & Kunze, Astrid, 2024. "Expansions in paid parental leave and mothers’ economic progress," European Economic Review, Elsevier, vol. 169(C).
  61. Anna Bindler & Randi Hjalmarsson & Nadine Ketel & Andreea Mitrut, 2024. "Discontinuities in the Age-Victimisation Profile and the Determinants of Victimisation," The Economic Journal, Royal Economic Society, vol. 134(657), pages 95-134.
  62. Fengyan Dai & Fang Cai & Yu Zhu, 2022. "Returns to higher education in China – evidence from the 1999 higher education expansion using a fuzzy regression discontinuity," Applied Economics Letters, Taylor & Francis Journals, vol. 29(6), pages 489-494, March.
  63. Decio Coviello & Andrea Guglielmo & Giancarlo Spagnolo, 2015. "The Effect of Discretion on Procurement Performance," CEIS Research Paper 361, Tor Vergata University, CEIS, revised 17 Nov 2015.
  64. Kaniel, Ron & Parham, Robert, 2017. "WSJ Category Kings – The impact of media attention on consumer and mutual fund investment decisions," Journal of Financial Economics, Elsevier, vol. 123(2), pages 337-356.
  65. Arendt, Jacob Nielsen, 2005. "Does education cause better health? A panel data analysis using school reforms for identification," Economics of Education Review, Elsevier, vol. 24(2), pages 149-160, April.
  66. Guillaume Bérard & Alain Trannoy, 2017. "The Impact of a Rise in the Real Estate Transfer Taxes on the French Housing Market," Working Papers halshs-01582528, HAL.
  67. Matter, Ulrich & Roberti, Paolo & Slotwinski, Michaela, 2019. "Vote buying in the US Congress," ZEW Discussion Papers 19-052, ZEW - Leibniz Centre for European Economic Research.
  68. Brett Hollenbeck & Sridhar Moorthy & Davide Proserpio, 2019. "Advertising Strategy in the Presence of Reviews: An Empirical Analysis," Marketing Science, INFORMS, vol. 38(5), pages 793-811, September.
  69. Benjamin Hansen, 2015. "Punishment and Deterrence: Evidence from Drunk Driving," American Economic Review, American Economic Association, vol. 105(4), pages 1581-1617, April.
  70. Alessio Gaggero & Joan Gil & Dolores Jiménez-Rubio & Eugenio Zucchelli, 2023. "Sick and depressed? The causal impact of a diabetes diagnosis on depression," Health Economics Review, Springer, vol. 13(1), pages 1-13, December.
  71. Yi Zhang & Eli Ben-Michael & Kosuke Imai, 2022. "Safe Policy Learning under Regression Discontinuity Designs with Multiple Cutoffs," Papers 2208.13323, arXiv.org, revised Sep 2024.
  72. Ahammer, Alexander & Bauernschuster, Stefan & Halla, Martin & Lachenmaier, Hannah, 2022. "Minimum legal drinking age and the social gradient in binge drinking," Journal of Health Economics, Elsevier, vol. 81(C).
  73. Matz Dahlberg & Eva Mörk & Jørn Rattsø & Hanna Ågren, 2006. "Using a Discontinuous Grant to Identify the Effect of Grants on Local Taxes and Spending," CESifo Working Paper Series 1857, CESifo.
  74. Alex Solis, 2017. "Credit Access and College Enrollment," Journal of Political Economy, University of Chicago Press, vol. 125(2), pages 562-622.
  75. Choi, Jin-young & Lee, Myoung-jae, 2018. "Relaxing conditions for local average treatment effect in fuzzy regression discontinuity," Economics Letters, Elsevier, vol. 173(C), pages 47-50.
  76. Salima BOUAYAD AGHA & Nadine TURPIN & Lionel VEDRINE, 2013. "Au-Delà De La Moyenne : Les Effets Par Quantile De La Politique De Cohésion De L’Union Européenne," Region et Developpement, Region et Developpement, LEAD, Universite du Sud - Toulon Var, vol. 38, pages 27-48.
  77. Abdurrahman B. Aydemir & Murat Güray Kırdar & Huzeyfe Torun, 2019. "The Effect of Education on Geographic Mobility: Incidence, Timing, and Type of Migration," RF Berlin - CReAM Discussion Paper Series 1914, Rockwool Foundation Berlin (RF Berlin) - Centre for Research and Analysis of Migration (CReAM).
  78. Mark E. Votruba, 2003. "Social Security and Retirees' Decision to Work," Working Papers 107, Princeton University, Department of Economics, Center for Economic Policy Studies..
  79. El-Enbaby, Hoda & Hollingsworth, Bruce & Maystadt, Jean-François & Singhal, Saurabh, 2024. "Cash transfers and mental health in Egypt," Economics & Human Biology, Elsevier, vol. 54(C).
  80. John P. Papay & Richard J. Murnane & John B. Willett, 2008. "The Consequences of High School Exit Examinations for Struggling Low-Income Urban Students: Evidence from Massachusetts," NBER Working Papers 14186, National Bureau of Economic Research, Inc.
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  82. Patrick Hullegie & Tobias J. Klein, 2010. "The effect of private health insurance on medical care utilization and self‐assessed health in Germany," Health Economics, John Wiley & Sons, Ltd., vol. 19(9), pages 1048-1062, September.
  83. Marie, Olivier & Vall Castello, Judit, 2012. "Measuring the (income) effect of disability insurance generosity on labour market participation," Journal of Public Economics, Elsevier, vol. 96(1), pages 198-210.
  84. Sandra E. Black & Paul J. Devereux & Katrine V. L�ken & Kjell G. Salvanes, 2014. "Care or Cash? The Effect of Child Care Subsidies on Student Performance," The Review of Economics and Statistics, MIT Press, vol. 96(5), pages 824-837, December.
  85. Anil Kumar, 2018. "Do Restrictions on Home Equity Extraction Contribute to Lower Mortgage Defaults? Evidence from a Policy Discontinuity at the Texas Border," American Economic Journal: Economic Policy, American Economic Association, vol. 10(1), pages 268-297, February.
  86. Lee Myoung-Jae, 2017. "Regression Discontinuity with Errors in the Running Variable: Effect on Truthful Margin," Journal of Econometric Methods, De Gruyter, vol. 6(1), pages 1-8, January.
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  1103. Jiafeng Chen, 2021. "Nonparametric Treatment Effect Identification in School Choice," Papers 2112.03872, arXiv.org, revised Oct 2023.
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