IDEAS home Printed from https://ideas.repec.org/p/bdr/borrec/1112.html
   My bibliography  Save this paper

A Comprehensive History of Regression Discontinuity Designs: An Empirical Survey of the last 60 Years

Author

Listed:
  • Mauricio Villamizar-Villegas

    (Banco de la República de Colombia)

  • Freddy A. Pinzón-Puerto
  • María Alejandra Ruiz-Sánchez

Abstract

In this paper we detail the entire Regression Discontinuity Design (RDD) history, including its origins in the 1960’s, and its two main waves of formalization in the 1970’s and 2000’s, both of which are rarely acknowledged in the literature. Also, we dissect the empirical work into fuzzy and sharp designs and provide some intuition as to why some rule-based criteria produce imperfect compliance. Finally, we break the literature down by economic field, highlighting the main outcomes, treatments, and running variables employed. Overall, we see some topics in economics gaining importance through time, like the cases of: health, finance, crime, environment, and political economy. In particular, we highlight applications in finance as the most novel. Nonetheless, we recognize that the field of education stands out as the uncontested RDD champion through time, with the greatest number of empirical applications. **** RESUMEN: En este artículo detallamos toda la historia sobre el Diseño de Regresiones Discontinuas (RDD), incluyendo sus orígenes en los 60s, y sus dos olas principales de formalización en los años 70s y 00s, las cuales rara vez son reconocidas en la literatura. Además, diferenciamos el trabajo empírico en diseños difusos y nítidos, y proporcionamos cierta intuición de por qué algunos criterios basados en reglas producen asignación imperfecta. Finalmente, desglosamos la literatura por campo económico, destacando los principales resultados, tratamientos y variables de asignación empleadas. En general, vemos algunos temas en economía que cobran importancia a través del tiempo, como los casos de: salud, finanzas, crimen, medio ambiente y política económica. En particular, destacamos las aplicaciones en finanzas como las más novedosas. No obstante, reconocemos que el campo de la educación se destaca como el campeón indiscutible de RDD a través del tiempo, con el mayor número de aplicaciones empíricas.

Suggested Citation

  • Mauricio Villamizar-Villegas & Freddy A. Pinzón-Puerto & María Alejandra Ruiz-Sánchez, 2020. "A Comprehensive History of Regression Discontinuity Designs: An Empirical Survey of the last 60 Years," Borradores de Economia 1112, Banco de la Republica de Colombia.
  • Handle: RePEc:bdr:borrec:1112
    DOI: https://doi.org/10.32468/be.1112
    as

    Download full text from publisher

    File URL: https://doi.org/10.32468/be.1112
    Download Restriction: no

    File URL: https://libkey.io/https://doi.org/10.32468/be.1112?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Lucas W. Davis, 2008. "The Effect of Driving Restrictions on Air Quality in Mexico City," Journal of Political Economy, University of Chicago Press, vol. 116(1), pages 38-81, February.
    2. 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.
    3. Frandsen, Brigham R. & Frölich, Markus & Melly, Blaise, 2012. "Quantile treatment effects in the regression discontinuity design," Journal of Econometrics, Elsevier, vol. 168(2), pages 382-395.
    4. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
    5. Yasi˙n Kürşat Önder & Mrittika Shamsuddin, 2019. "Heterogeneous Treatment Under Regression Discontinuity Design: Application to Female High School Enrolment," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(4), pages 744-767, August.
    6. Davezies, Laurent & Le Barbanchon, Thomas, 2017. "Regression discontinuity design with continuous measurement error in the running variable," Journal of Econometrics, Elsevier, vol. 200(2), pages 260-281.
    7. Luechinger, Simon & Roth, Florian, 2016. "Effects of a mileage tax for trucks," Journal of Urban Economics, Elsevier, vol. 92(C), pages 1-15.
    8. Zhang, Bing & Chen, Xiaolan & Guo, Huanxiu, 2018. "Does central supervision enhance local environmental enforcement? Quasi-experimental evidence from China," Journal of Public Economics, Elsevier, vol. 164(C), pages 70-90.
    9. Alan I. Barreca & Jason M. Lindo & Glen R. Waddell, 2016. "Heaping-Induced Bias In Regression-Discontinuity Designs," Economic Inquiry, Western Economic Association International, vol. 54(1), pages 268-293, January.
    10. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation of Elementary Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 577-599.
    11. Chen, Susan & van der Klaauw, Wilbert, 2008. "The work disincentive effects of the disability insurance program in the 1990s," Journal of Econometrics, Elsevier, vol. 142(2), pages 757-784, February.
    12. Card, David & Krueger, Alan B, 1994. "Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania," American Economic Review, American Economic Association, vol. 84(4), pages 772-793, September.
    13. Chay, Kenneth & Dobkin, Carlos & Greenstone, Michael, 2003. "The Clean Air Act of 1970 and Adult Mortality," Journal of Risk and Uncertainty, Springer, vol. 27(3), pages 279-300, December.
    14. Bernal, Noelia & Carpio, Miguel A. & Klein, Tobias J., 2017. "The effects of access to health insurance: Evidence from a regression discontinuity design in Peru," Journal of Public Economics, Elsevier, vol. 154(C), pages 122-136.
    15. David E. Card & David S. Lee & Zhuan Pei & Andrea Weber, 2012. "Nonlinear Policy Rules and the Identification and Estimation of Causal Effects in a Generalized Regression Kink Design," NRN working papers 2012-14, The Austrian Center for Labor Economics and the Analysis of the Welfare State, Johannes Kepler University Linz, Austria.
    16. Edwin Leuven & Hessel Oosterbeek, 2004. "Evaluating the Effect of Tax Deductions on Training," Journal of Labor Economics, University of Chicago Press, vol. 22(2), pages 461-488, April.
    17. Firpo, Sergio & Ponczek, Vladimir & Sanfelice, Viviane, 2015. "The relationship between federal budget amendments and local electoral power," Journal of Development Economics, Elsevier, vol. 116(C), pages 186-198.
    18. Gary S. Becker, 1974. "Crime and Punishment: An Economic Approach," NBER Chapters, in: Essays in the Economics of Crime and Punishment, pages 1-54, National Bureau of Economic Research, Inc.
    19. Antonio Falato & Nellie Liang, 2016. "Do Creditor Rights Increase Employment Risk? Evidence from Loan Covenants," Journal of Finance, American Finance Association, vol. 71(6), pages 2545-2590, December.
    20. Mark J. Garmaise, 2013. "The Attractions and Perils of Flexible Mortgage Lending," The Review of Financial Studies, Society for Financial Studies, vol. 26(10), pages 2548-2582.
    21. Douglas Almond & Joseph J. Doyle & Amanda E. Kowalski & Heidi Williams, 2010. "Estimating Marginal Returns to Medical Care: Evidence from At-risk Newborns," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(2), pages 591-634.
    22. Pietro Bonaldi & Mauricio Villamizar-Villegas, 2018. "An Auction-Based Test of Private Information in an Interdealer FX Market," Working papers 1, Red Investigadores de Economía.
    23. Dee, Thomas & Lan, Xiaohuan, 2015. "The achievement and course-taking effects of magnet schools: Regression-discontinuity evidence from urban China," Economics of Education Review, Elsevier, vol. 47(C), pages 128-142.
    24. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    25. Jörg L Spenkuch & David Toniatti, 2018. "Political Advertising and Election Results," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(4), pages 1981-2036.
    26. David Card & Raj Chetty & Andrea Weber, 2007. "Cash-on-Hand and Competing Models of Intertemporal Behavior: New Evidence from the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1511-1560.
    27. Catherine Hausman & David S. Rapson, 2018. "Regression Discontinuity in Time: Considerations for Empirical Applications," Annual Review of Resource Economics, Annual Reviews, vol. 10(1), pages 533-552, October.
    28. Marinho Bertanha & Guido W. Imbens, 2020. "External Validity in Fuzzy Regression Discontinuity Designs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(3), pages 593-612, July.
    29. Brian A. Jacob & Lars Lefgren, 2004. "Remedial Education and Student Achievement: A Regression-Discontinuity Analysis," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 226-244, February.
    30. Kenneth Y. Chay & Patrick J. McEwan & Miguel Urquiola, 2005. "The Central Role of Noise in Evaluating Interventions That Use Test Scores to Rank Schools," American Economic Review, American Economic Association, vol. 95(4), pages 1237-1258, September.
    31. Brian A. Jacob & Lars Lefgren, 2004. "The Impact of Teacher Training on Student Achievement: Quasi-Experimental Evidence from School Reform Efforts in Chicago," Journal of Human Resources, University of Wisconsin Press, vol. 39(1).
    32. Stephanie Riegg Cellini & Fernando Ferreira & Jesse Rothstein, 2010. "The Value of School Facility Investments: Evidence from a Dynamic Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 215-261.
    33. Thang Dang, 2018. "Do the more educated utilize more health care services? Evidence from Vietnam using a regression discontinuity design," International Journal of Health Economics and Management, Springer, vol. 18(3), pages 277-299, September.
    34. Atif Mian & Amir Sufi & Francesco Trebbi, 2015. "Foreclosures, House Prices, and the Real Economy," Journal of Finance, American Finance Association, vol. 70(6), pages 2587-2634, December.
    35. Berger, Melissa & Fellner-Röhling, Gerlinde & Sausgruber, Rupert & Traxler, Christian, 2016. "Higher taxes, more evasion? Evidence from border differentials in TV license fees," Journal of Public Economics, Elsevier, vol. 135(C), pages 74-86.
    36. Elena Stancanelli & Arthur Van Soest, 2012. "Retirement and Home Production: A Regression Discontinuity Approach," American Economic Review, American Economic Association, vol. 102(3), pages 600-605, May.
    37. Jens Ludwig & Douglas L. Miller, 2007. "Does Head Start Improve Children's Life Chances? Evidence from a Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 159-208.
    38. M. Keith Chen & Jesse M. Shapiro, 2003. "Does Prison Harden Inmates? A Discontinuity-based Approach," Law and Economics 0304003, University Library of Munich, Germany.
    39. Taisuke Otsu & Ke-Li Xu & Yukitoshi Matsushita, 2013. "Estimation and Inference of Discontinuity in Density," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(4), pages 507-524, October.
    40. Freier, Ronny, 2015. "The mayor's advantage: Causal evidence on incumbency effects in German mayoral elections," European Journal of Political Economy, Elsevier, vol. 40(PA), pages 16-30.
    41. Harold D. Chiang & Kengo Kato & Yuya Sasaki & Takuya Ura, 2021. "Linear programming approach to nonparametric inference under shape restrictions: with an application to regression kink designs," Papers 2102.06586, arXiv.org.
    42. Cook, Thomas D., 2008. ""Waiting for Life to Arrive": A history of the regression-discontinuity design in Psychology, Statistics and Economics," Journal of Econometrics, Elsevier, vol. 142(2), pages 636-654, February.
    43. Damon Clark & Heather Royer, 2013. "The Effect of Education on Adult Mortality and Health: Evidence from Britain," American Economic Review, American Economic Association, vol. 103(6), pages 2087-2120, October.
    44. Beatriz Mariano & Josep Tribó Giné, 2015. "Creditor Intervention, Investment, and Growth Opportunities," Journal of Financial Services Research, Springer;Western Finance Association, vol. 47(2), pages 203-228, April.
    45. Samarakoon, Shanika & Parinduri, Rasyad A., 2015. "Does Education Empower Women? Evidence from Indonesia," World Development, Elsevier, vol. 66(C), pages 428-442.
    46. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    47. Battistin, Erich & Rettore, Enrico, 2008. "Ineligibles and eligible non-participants as a double comparison group in regression-discontinuity designs," Journal of Econometrics, Elsevier, vol. 142(2), pages 715-730, February.
    48. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    49. Michael Greenstone & Justin Gallagher, 2008. "Does Hazardous Waste Matter? Evidence from the Housing Market and the Superfund Program," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(3), pages 951-1003.
    50. Björn Tyrefors Hinnerich & Per Pettersson‐Lidbom, 2014. "Democracy, Redistribution, and Political Participation: Evidence From Sweden 1919–1938," Econometrica, Econometric Society, vol. 82(3), pages 961-993, May.
    51. Prashant Bharadwaj & William Jack & Tavneet Suri, 2019. "Fintech and Household Resilience to Shocks: Evidence from Digital Loans in Kenya," NBER Working Papers 25604, National Bureau of Economic Research, Inc.
    52. Sebastian Calonico & Matias D. Cattaneo & Max H. Farrell & Rocío Titiunik, 2019. "Regression Discontinuity Designs Using Covariates," The Review of Economics and Statistics, MIT Press, vol. 101(3), pages 442-451, July.
    53. Veronica Grembi & Tommaso Nannicini & Ugo Troiano, 2016. "Do Fiscal Rules Matter?," American Economic Journal: Applied Economics, American Economic Association, vol. 8(3), pages 1-30, July.
    54. Mark Pin & Shahidur Khandker & Signe-Mary Mckernan & M. Latif, 1999. "Credit programs for the poor and reproductive behavior in low-income countries: Are the reported causal relationships the result of heterogeneity bias?," Demography, Springer;Population Association of America (PAA), vol. 36(1), pages 1-21, February.
    55. Yogesh Uppal, 2009. "The disadvantaged incumbents: estimating incumbency effects in Indian state legislatures," Public Choice, Springer, vol. 138(1), pages 9-27, January.
    56. Anderson, Kathryn & Gong, Xue & Hong, Kai & Zhang, Xi, 2016. "Do selective high schools improve student achievement? Effects of exam schools in China," China Economic Review, Elsevier, vol. 40(C), pages 121-134.
    57. Chiang, Harold D. & Hsu, Yu-Chin & Sasaki, Yuya, 2019. "Robust uniform inference for quantile treatment effects in regression discontinuity designs," Journal of Econometrics, Elsevier, vol. 211(2), pages 589-618.
    58. Karen M. Pence, 2006. "Foreclosing on Opportunity: State Laws and Mortgage Credit," The Review of Economics and Statistics, MIT Press, vol. 88(1), pages 177-182, February.
    59. M. Niaz Asadullah, 2005. "The effect of class size on student achievement: evidence from Bangladesh," Applied Economics Letters, Taylor & Francis Journals, vol. 12(4), pages 217-221.
    60. John DiNardo & David S. Lee, 2002. "The Impact of Unionization on Establishment Closure: A Regression Discontinuity Analysis of Representation Elections," NBER Working Papers 8993, National Bureau of Economic Research, Inc.
    61. Wilbert van der Klaauw, 2002. "Estimating the Effect of Financial Aid Offers on College Enrollment: A Regression-Discontinuity Approach," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 43(4), pages 1249-1287, November.
    62. 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.
    63. Edwin Leuven & Mikael Lindahl & Hessel Oosterbeek & Dinand Webbink, 2007. "The Effect of Extra Funding for Disadvantaged Pupils on Achievement," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 721-736, November.
    64. Zhang, Yi & Salm, Martin & van Soest, Arthur, 2018. "The effect of retirement on healthcare utilization: Evidence from China," Journal of Health Economics, Elsevier, vol. 62(C), pages 165-177.
    65. Sudheer Chava & Michael R. Roberts, 2008. "How Does Financing Impact Investment? The Role of Debt Covenants," Journal of Finance, American Finance Association, vol. 63(5), pages 2085-2121, October.
    66. Andreas Ravndal Kostol & Magne Mogstad, 2014. "How Financial Incentives Induce Disability Insurance Recipients to Return to Work," American Economic Review, American Economic Association, vol. 104(2), pages 624-655, February.
    67. Filmer, Deon & Schady, Norbert, 2009. "School enrollment, selection and test scores," Policy Research Working Paper Series 4998, The World Bank.
    68. Mark M. Pitt & Shahidur R. Khandker, 1998. "The Impact of Group-Based Credit Programs on Poor Households in Bangladesh: Does the Gender of Participants Matter?," Journal of Political Economy, University of Chicago Press, vol. 106(5), pages 958-996, October.
    69. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    70. John DiNardo & David S. Lee, 2004. "Economic Impacts of New Unionization on Private Sector Employers: 1984–2001," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(4), pages 1383-1441.
    71. Andrew Gelman & Guido Imbens, 2019. "Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(3), pages 447-456, July.
    72. Müller, Tobias & Shaikh, Mujaheed, 2018. "Your retirement and my health behavior: Evidence on retirement externalities from a fuzzy regression discontinuity design," Journal of Health Economics, Elsevier, vol. 57(C), pages 45-59.
    73. Keele, Luke J. & Titiunik, Rocío, 2015. "Geographic Boundaries as Regression Discontinuities," Political Analysis, Cambridge University Press, vol. 23(1), pages 127-155, January.
    74. Fiva, Jon H. & Halse, Askill H., 2016. "Local favoritism in at-large proportional representation systems," Journal of Public Economics, Elsevier, vol. 143(C), pages 15-26.
    75. Viard, V. Brian & Fu, Shihe, 2015. "The effect of Beijing's driving restrictions on pollution and economic activity," Journal of Public Economics, Elsevier, vol. 125(C), pages 98-115.
    76. Lemieux, Thomas & Milligan, Kevin, 2008. "Incentive effects of social assistance: A regression discontinuity approach," Journal of Econometrics, Elsevier, vol. 142(2), pages 807-828, February.
    77. Elizabeth U. Cascio & Ethan G. Lewis, 2006. "Schooling and the Armed Forces Qualifying Test: Evidence from School-Entry Laws," Journal of Human Resources, University of Wisconsin Press, vol. 41(2).
    78. Thomas J. Kane, 2003. "A Quasi-Experimental Estimate of the Impact of Financial Aid on College-Going," NBER Working Papers 9703, National Bureau of Economic Research, Inc.
    79. Depew, Briggs & Eren, Ozkan, 2016. "Born on the wrong day? School entry age and juvenile crime," Journal of Urban Economics, Elsevier, vol. 96(C), pages 73-90.
    80. repec:pri:edures:29ers.pdf is not listed on IDEAS
    81. Sebastian Calonico & Matias D Cattaneo & Max H Farrell, 2020. "Optimal bandwidth choice for robust bias-corrected inference in regression discontinuity designs [Econometric methods for program evaluation]," The Econometrics Journal, Royal Economic Society, vol. 23(2), pages 192-210.
    82. Eibich, Peter, 2015. "Understanding the Effect of Retirement on Health: Mechanisms and Heterogeneity," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 43, pages 1-12.
    83. Otávio Bartalotti & Quentin Brummet & Steven Dieterle, 2021. "A Correction for Regression Discontinuity Designs With Group-Specific Mismeasurement of the Running Variable," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(3), pages 833-848, July.
    84. David S. Lee & Alexandre Mas, 2012. "Long-Run Impacts of Unions on Firms: New Evidence from Financial Markets, 1961--1999," The Quarterly Journal of Economics, Oxford University Press, vol. 127(1), pages 333-378.
    85. Lee, David S. & Card, David, 2008. "Regression discontinuity inference with specification error," Journal of Econometrics, Elsevier, vol. 142(2), pages 655-674, February.
    86. Kenneth Y. Chay & Michael Greenstone, 2003. "Air Quality, Infant Mortality, and the Clean Air Act of 1970," Working Papers 0406, Massachusetts Institute of Technology, Center for Energy and Environmental Policy Research.
    87. Ronny Freier & Sebastian Thomasius, 2016. "Voters prefer more qualified mayors, but does it matter for public finances? Evidence for Germany," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 23(5), pages 875-910, October.
    88. Andrew C. Eggers & Ronny Freier & Veronica Grembi & Tommaso Nannicini, 2018. "Regression Discontinuity Designs Based on Population Thresholds: Pitfalls and Solutions," American Journal of Political Science, John Wiley & Sons, vol. 62(1), pages 210-229, January.
    89. 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.
    90. Patrick J. McEwan & Joseph S. Shapiro, 2008. "The Benefits of Delayed Primary School Enrollment: Discontinuity Estimates Using Exact Birth Dates," Journal of Human Resources, University of Wisconsin Press, vol. 43(1).
    91. Jinyong Hahn & Petra Todd & Wilbert Van der Klaauw, 1999. "Evaluating the Effect of an Antidiscrimination Law Using a Regression-Discontinuity Design," NBER Working Papers 7131, National Bureau of Economic Research, Inc.
    92. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    93. repec:pri:cepsud:180rothstein is not listed on IDEAS
    94. Philip J. Cook & Songman Kang, 2016. "Birthdays, Schooling, and Crime: Regression-Discontinuity Analysis of School Performance, Delinquency, Dropout, and Crime Initiation," American Economic Journal: Applied Economics, American Economic Association, vol. 8(1), pages 33-57, January.
    95. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," Review of Economic Studies, Oxford University Press, vol. 79(3), pages 933-959.
    96. Nilar Aung & Hoa‐Thi‐Minh Nguyen & Robert Sparrow, 2019. "The Impact of Credit Policy on Rice Production in Myanmar," Journal of Agricultural Economics, Wiley Blackwell, vol. 70(2), pages 426-451, June.
    97. Fu, Shihe & Gu, Yizhen, 2017. "Highway toll and air pollution: Evidence from Chinese cities," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 32-49.
    98. Fernando Ferreira & Joseph Gyourko, 2009. "Do Political Parties Matter? Evidence from U.S. Cities," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(1), pages 399-422.
    99. Jonathan Guryan, 2001. "Does Money Matter? Regression-Discontinuity Estimates from Education Finance Reform in Massachusetts," NBER Working Papers 8269, National Bureau of Economic Research, Inc.
    100. Yen-Cheng Chang & Harrison Hong & Inessa Liskovich, 2015. "Regression Discontinuity and the Price Effects of Stock Market Indexing," The Review of Financial Studies, Society for Financial Studies, vol. 28(1), pages 212-246.
    101. Kei Kawai & Jun Nakabayashi, 2022. "Detecting Large-Scale Collusion in Procurement Auctions," Journal of Political Economy, University of Chicago Press, vol. 130(5), pages 1364-1411.
    102. Kuersteiner, Guido M. & Phillips, David C. & Villamizar-Villegas, Mauricio, 2018. "Effective sterilized foreign exchange intervention? Evidence from a rule-based policy," Journal of International Economics, Elsevier, vol. 113(C), pages 118-138.
    103. Lalive, Rafael, 2008. "How do extended benefits affect unemployment duration A regression discontinuity approach," Journal of Econometrics, Elsevier, vol. 142(2), pages 785-806, February.
    104. Thomas D. Cook & Vivian C. Wong, 2008. "Empirical Tests of the Validity of the Regression Discontinuity Design: Implications for its Theory and its Use in Research Practice," Annals of Economics and Statistics, GENES, issue 91-92, pages 127-150.
    105. Mark J. Garmaise & Gabriel Natividad, 2017. "Consumer Default, Credit Reporting, and Borrowing Constraints," Journal of Finance, American Finance Association, vol. 72(5), pages 2331-2368, October.
    106. Zhuan Pei & Yi Shen, 2017. "The Devil is in the Tails: Regression Discontinuity Design with Measurement Error in the Assignment Variable," Advances in Econometrics, in: Regression Discontinuity Designs, volume 38, pages 455-502, Emerald Group Publishing Limited.
    107. Bertanha, Marinho, 2020. "Regression discontinuity design with many thresholds," Journal of Econometrics, Elsevier, vol. 218(1), pages 216-241.
    108. Helena Skyt Nielsen & Torben Sørensen & Christopher Taber, 2010. "Estimating the Effect of Student Aid on College Enrollment: Evidence from a Government Grant Policy Reform," NBER Chapters, in: Income Taxation, Trans-Atlantic Public Economics Seminar (TAPES), pages 185-215, National Bureau of Economic Research, Inc.
    109. Matias D. Cattaneo & Michael Jansson & Xinwei Ma, 2018. "Manipulation testing based on density discontinuity," Stata Journal, StataCorp LP, vol. 18(1), pages 234-261, March.
    110. Dan A. Black & Jeffrey A. Smith & Mark C. Berger & Brett J. Noel, 2003. "Is the Threat of Reemployment Services More Effective Than the Services Themselves? Evidence from Random Assignment in the UI System," American Economic Review, American Economic Association, vol. 93(4), pages 1313-1327, September.
    111. Leandro De Magalhaes & Dominik Hangartner & Salomo Hirvonen & Jaakko Meriläinen & Nelson A. Ruiz, 2020. "How Much Should We Trust Regression Discontinuity Design Estimates? Evidence from Experimental Benchmarks of the Incumbency Advantage," Discussion Papers 135, Aboa Centre for Economics.
    112. Joshua D. Angrist & Victor Lavy, 1999. "Using Maimonides' Rule to Estimate the Effect of Class Size on Scholastic Achievement," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 533-575.
    113. Yingying Dong, 2019. "Regression Discontinuity Designs With Sample Selection," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(1), pages 171-186, January.
    114. Yunmi Kong, 2021. "Sequential Auctions with Synergy and Affiliation across Auctions," Journal of Political Economy, University of Chicago Press, vol. 129(1), pages 148-181.
    115. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    116. Randi Hjalmarsson, 2009. "Juvenile Jails: A Path to the Straight and Narrow or to Hardened Criminality?," Journal of Law and Economics, University of Chicago Press, vol. 52(4), pages 779-809, November.
    117. Alan I. Barreca & Melanie Guldi & Jason M. Lindo & Glen R. Waddell, 2011. "Saving Babies? Revisiting the effect of very low birth weight classification," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 2117-2123.
    118. Broockman, David E., 2009. "Do Congressional Candidates Have Reverse Coattails? Evidence from a Regression Discontinuity Design," Political Analysis, Cambridge University Press, vol. 17(4), pages 418-434.
    119. Daniel Höhmann, 2017. "The effect of legislature size on public spending: evidence from a regression discontinuity design," Public Choice, Springer, vol. 173(3), pages 345-367, December.
    120. David Card & Carlos Dobkin & Nicole Maestas, 2009. "Does Medicare Save Lives?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 597-636.
    121. Caroline M. Hoxby, 2000. "The Effects of Class Size on Student Achievement: New Evidence from Population Variation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1239-1285.
    122. Donna Feir & Thomas Lemieux & Vadim Marmer, 2016. "Weak Identification in Fuzzy Regression Discontinuity Designs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(2), pages 185-196, April.
    123. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    124. Joshua Goodman & Julia Melkers & Amanda Pallais, 2019. "Can Online Delivery Increase Access to Education?," Journal of Labor Economics, University of Chicago Press, vol. 37(1), pages 1-34.
    125. Takahide Yanagi, 2014. "The Effect of Measurement Error in the Sharp Regression Discontinuity Design," KIER Working Papers 910, Kyoto University, Institute of Economic Research.
    126. Stephanie Riegg Cellini & Fernando Ferreira & Jesse Rothstein, 2008. "The Value of School Facilities: Evidence from a Dynamic Regression Discontinuity Design," NBER Working Papers 14516, National Bureau of Economic Research, Inc.
    127. Miguel Urquiola, 2006. "Identifying Class Size Effects in Developing Countries: Evidence from Rural Bolivia," The Review of Economics and Statistics, MIT Press, vol. 88(1), pages 171-177, February.
    128. David Albouy, 2013. "Partisan Representation in Congress and the Geographic Distribution of Federal Funds," The Review of Economics and Statistics, MIT Press, vol. 95(1), pages 127-141, March.
    129. Eggers, Andrew C. & Hainmueller, Jens, 2009. "MPs for Sale? Returns to Office in Postwar British Politics," American Political Science Review, Cambridge University Press, vol. 103(4), pages 513-533, November.
    130. Canton, Erik & Blom, Andreas, 2004. "Can student loans improve accessibility to higher education and student performance? An impact study of the case of SOFES, Mexico," Policy Research Working Paper Series 3425, The World Bank.
    131. Yuqi Gu & Connie X. Mao & Xuan Tian, 2017. "Banks' Interventions and Firms' Innovation: Evidence from Debt Covenant Violations," Journal of Law and Economics, University of Chicago Press, vol. 60(4), pages 637-671.
    132. David S. Lee, 2001. "The Electoral Advantage to Incumbency and Voters' Valuation of Politicians' Experience: A Regression Discontinuity Analysis of Elections to the U.S..," NBER Working Papers 8441, National Bureau of Economic Research, Inc.
    133. Johnston, David W. & Lee, Wang-Sheng, 2009. "Retiring to the good life? The short-term effects of retirement on health," Economics Letters, Elsevier, vol. 103(1), pages 8-11, April.
    134. Hernando Vargas-Herrera & Mauricio Villamizar-Villegas, 2019. "Effectiveness of FX Intervention and the Flimsiness of Exchange rate Expectations," Borradores de Economia 1070, Banco de la Republica de Colombia.
    135. David S. Lee & Enrico Moretti & Matthew J. Butler, 2004. "Do Voters Affect or Elect Policies? Evidence from the U. S. House," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 807-859.
    136. David Card & Carlos Dobkin & Nicole Maestas, 2008. "The Impact of Nearly Universal Insurance Coverage on Health Care Utilization: Evidence from Medicare," American Economic Review, American Economic Association, vol. 98(5), pages 2242-2258, December.
    137. Goodman, Joshua, 2008. "Who merits financial aid?: Massachusetts' Adams Scholarship," Journal of Public Economics, Elsevier, vol. 92(10-11), pages 2121-2131, October.
    138. Melissa Dell, 2010. "The Persistent Effects of Peru's Mining Mita," Econometrica, Econometric Society, vol. 78(6), pages 1863-1903, November.
    139. John DiNardo & David S. Lee, 2004. "Economic Impacts of Unionization on Private Sector Employers: 1984-2001," NBER Working Papers 10598, National Bureau of Economic Research, Inc.
    140. 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).
    141. 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.
    142. Thomas J. Holmes, 1998. "The Effect of State Policies on the Location of Manufacturing: Evidence from State Borders," Journal of Political Economy, University of Chicago Press, vol. 106(4), pages 667-705, August.
    143. Erik Meyersson, 2014. "Islamic Rule and the Empowerment of the Poor and Pious," Econometrica, Econometric Society, vol. 82(1), pages 229-269, January.
    144. Matias D. Cattaneo & Nicolas Idrobo & Rocio Titiunik, 2019. "A Practical Introduction to Regression Discontinuity Designs: Foundations," Papers 1911.09511, arXiv.org.
    145. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    146. van der Klaauw, Wilbert, 2008. "Breaking the link between poverty and low student achievement: An evaluation of Title I," Journal of Econometrics, Elsevier, vol. 142(2), pages 731-756, February.
    147. repec:fth:prinin:455 is not listed on IDEAS
    148. Per Pettersson-Lidbom, 2008. "Do Parties Matter for Economic Outcomes? A Regression-Discontinuity Approach," Journal of the European Economic Association, MIT Press, vol. 6(5), pages 1037-1056, September.
    149. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    150. David S. Lee & Justin McCrary, 2005. "Crime, Punishment, and Myopia," NBER Working Papers 11491, National Bureau of Economic Research, Inc.
    151. Perez-Reyna, David & Villamizar-Villegas, Mauricio, 2019. "Exchange rate effects of financial regulations," Journal of International Money and Finance, Elsevier, vol. 96(C), pages 228-245.
    152. Dykstra, Sarah & Glassman, Amanda & Kenny, Charles & Sandefur, Justin, 2019. "Regression discontinuity analysis of Gavi's impact on vaccination rates," Journal of Development Economics, Elsevier, vol. 140(C), pages 12-25.
    153. Balthrop, Andrew T. & Schnier, Kurt E., 2016. "A regression discontinuity approach to measuring the effectiveness of oil and natural gas regulation to address the common-pool externality," Resource and Energy Economics, Elsevier, vol. 44(C), pages 118-138.
    154. Hong, Kai & Zimmer, Ron, 2016. "Does Investing in School Capital Infrastructure Improve Student Achievement?," Economics of Education Review, Elsevier, vol. 53(C), pages 143-158.
    155. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    156. Cristian Pop-Eleches & Miguel Urquiola, 2013. "Going to a Better School: Effects and Behavioral Responses," American Economic Review, American Economic Association, vol. 103(4), pages 1289-1324, June.
    157. Michael R. Roberts & Amir Sufi, 2009. "Control Rights and Capital Structure: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 64(4), pages 1657-1695, August.
    158. repec:adr:anecst:y:2008:i:91-92:p:07 is not listed on IDEAS
    159. Prashant Bharadwaj & Katrine Vellesen L?ken & Christopher Neilson, 2013. "Early Life Health Interventions and Academic Achievement," American Economic Review, American Economic Association, vol. 103(5), pages 1862-1891, August.
    160. Stephanie Riegg Cellini & Fernando Ferreira & Jesse Rothstein, 2008. "The Value of School Facilities: Evidence from a Dynamic Regression Discontinuity Design," NBER Working Papers 14516, National Bureau of Economic Research, Inc.
    161. Datar, Ashlesha, 2006. "Does delaying kindergarten entrance give children a head start?," Economics of Education Review, Elsevier, vol. 25(1), pages 43-62, February.
    162. Joshua Angrist & Alan 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..
    163. Giacomi De Giorgi, 2005. "Long-term effects of a mandatory multistage program: the New Deal for young people in the UK," IFS Working Papers W05/08, Institute for Fiscal Studies.
    164. Ye, Jingjing, 2017. "Better safe than sorry? Evidence from Lanzhou's driving restriction policy," China Economic Review, Elsevier, vol. 45(C), pages 1-21.
    165. Zhang, Shiying & Zhong, Ruoyu & Zhang, Junchao, 2017. "School starting age and academic achievement: Evidence from China's junior high schools," China Economic Review, Elsevier, vol. 44(C), pages 343-354.
    166. Foote, Andrew & Schulkind, Lisa & Shapiro, Teny M., 2015. "Missed signals: The effect of ACT college-readiness measures on post-secondary decisions," Economics of Education Review, Elsevier, vol. 46(C), pages 39-51.
    167. Yingying Dong, 2015. "Regression Discontinuity Applications with Rounding Errors in the Running Variable," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(3), pages 422-446, April.
    168. Fiva, Jon H. & Røhr, Helene Lie, 2018. "Climbing the ranks: incumbency effects in party-list systems," European Economic Review, Elsevier, vol. 101(C), pages 142-156.
    169. G. S. Maddala & Lung-Fei Lee, 1976. "Recursive Models with Qualitative Endogenous Variables," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 525-545, National Bureau of Economic Research, Inc.
    170. Adriana Camacho & Emily Conover, 2013. "Effects of Subsidized Health Insurance on Newborn Health in a Developing Country," Economic Development and Cultural Change, University of Chicago Press, vol. 61(3), pages 633-658.
    171. Wu, Jia & Wei, Xiangdong & Zhang, Hongliang & Zhou, Xiang, 2019. "Elite schools, magnet classes, and academic performances: Regression-discontinuity evidence from China," China Economic Review, Elsevier, vol. 55(C), pages 143-167.
    172. Porter, Jack & Yu, Ping, 2015. "Regression discontinuity designs with unknown discontinuity points: Testing and estimation," Journal of Econometrics, Elsevier, vol. 189(1), pages 132-147.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Huang, Bin & Li, Bo & Walker, Ian & Zhu, Yu, 2022. "Does It Pay to Attend More Selective High Schools? Regression Discontinuity Evidence from China," IZA Discussion Papers 15756, Institute of Labor Economics (IZA).
    2. Nägel, Christof & Nivette, Amy, 2023. "The Rodney King incident and verdict revisited: Examining opinion-mobilizing effects using data from Southern California in 1991 and 1992," Journal of Criminal Justice, Elsevier, vol. 85(C).
    3. Wilmar Cabrera & Santiago Gamba & Camilo Gómez & Mauricio Villamizar-Villegas, 2022. "Examining Macroprudential Policy through a Microprudential Lens," Borradores de Economia 1212, Banco de la Republica de Colombia.
    4. Freddy A. Pinzón-Puerto & Mauricio Villamizar-Villegas, 2023. "Do Actions Speak Louder than Words? A Foreign Exchange Intervention Analysis," Borradores de Economia 1223, Banco de la Republica de Colombia.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    2. David S. Lee & Thomas Lemieux, 2009. "Regression Discontinuity Designs In Economics," Working Papers 1118, Princeton University, Department of Economics, Industrial Relations Section..
    3. Blaise Melly & Rafael Lalive, 2020. "Estimation, Inference, and Interpretation in the Regression Discontinuity Design," Diskussionsschriften dp2016, Universitaet Bern, Departement Volkswirtschaft.
    4. Matias D. Cattaneo & Rocío Titiunik, 2022. "Regression Discontinuity Designs," Annual Review of Economics, Annual Reviews, vol. 14(1), pages 821-851, August.
    5. Jin-young Choi & Myoung-jae Lee, 2017. "Regression discontinuity: review with extensions," Statistical Papers, Springer, vol. 58(4), pages 1217-1246, December.
    6. 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.
    7. Frandsen, Brigham R. & Frölich, Markus & Melly, Blaise, 2012. "Quantile treatment effects in the regression discontinuity design," Journal of Econometrics, Elsevier, vol. 168(2), pages 382-395.
    8. Deng, Taotao & Hu, Yukun & Ma, Mulan, 2019. "Regional policy and tourism: A quasi-natural experiment," Annals of Tourism Research, Elsevier, vol. 74(C), pages 1-16.
    9. Xu, Ke-Li, 2017. "Regression discontinuity with categorical outcomes," Journal of Econometrics, Elsevier, vol. 201(1), pages 1-18.
    10. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    11. 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.
    12. Marinho Bertanha & Guido W. Imbens, 2020. "External Validity in Fuzzy Regression Discontinuity Designs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(3), pages 593-612, July.
    13. Yang He & Otávio Bartalotti, 2020. "Wild bootstrap for fuzzy regression discontinuity designs: obtaining robust bias-corrected confidence intervals [Using Maimonides’ rule to estimate the effect of class size on scholastic achievemen," The Econometrics Journal, Royal Economic Society, vol. 23(2), pages 211-231.
    14. Yu‐Chin Hsu & Shu Shen, 2021. "Testing monotonicity of conditional treatment effects under regression discontinuity designs," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(3), pages 346-366, April.
    15. Matteo Picchio & Jan C. van Ours, 2020. "Mental Health Effects of Retirement," De Economist, Springer, vol. 168(3), pages 419-452, September.
    16. Susan Athey & Guido W. Imbens, 2017. "The State of Applied Econometrics: Causality and Policy Evaluation," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 3-32, Spring.
    17. Davezies, Laurent & Le Barbanchon, Thomas, 2017. "Regression discontinuity design with continuous measurement error in the running variable," Journal of Econometrics, Elsevier, vol. 200(2), pages 260-281.
    18. Bartalotti Otávio, 2019. "Regression Discontinuity and Heteroskedasticity Robust Standard Errors: Evidence from a Fixed-Bandwidth Approximation," Journal of Econometric Methods, De Gruyter, vol. 8(1), pages 1-26, January.
    19. Gary Cornwall & Beau Sauley, 2021. "Indirect effects and causal inference: reconsidering regression discontinuity," Journal of Spatial Econometrics, Springer, vol. 2(1), pages 1-28, December.
    20. Prakash, Nishith & Rockmore, Marc & Uppal, Yogesh, 2019. "Do criminally accused politicians affect economic outcomes? Evidence from India," Journal of Development Economics, Elsevier, vol. 141(C).

    More about this item

    Keywords

    Regression Discontinuity Design; Fuzzy and Sharp Designs; Empirical Survey; RDD Formalization; Regresión Discontinua; Diseño Nítido y Borroso; Formalización de RDD;
    All these keywords.

    JEL classification:

    • B23 - Schools of Economic Thought and Methodology - - History of Economic Thought since 1925 - - - Econometrics; Quantitative and Mathematical Studies
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bdr:borrec:1112. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Clorith Angélica Bahos Olivera (email available below). General contact details of provider: https://edirc.repec.org/data/brcgvco.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.