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Extending the regression-discontinuity approach to multiple assignment variables

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  • Papay, John P.
  • Willett, John B.
  • Murnane, Richard J.

Abstract

The recent scholarly attention to the regression-discontinuity design has focused exclusively on the application of a single assignment variable. In many settings, however, exogenously imposed cutoffs on several assignment variables define a set of different treatments. In this paper, we show how to generalize the standard regression-discontinuity approach to include multiple assignment variables simultaneously. We demonstrate that fitting this general, flexible regression-discontinuity model enables us to estimate several treatment effects of interest.

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Bibliographic Info

Article provided by Elsevier in its journal Journal of Econometrics.

Volume (Year): 161 (2011)
Issue (Month): 2 (April)
Pages: 203-207

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Handle: RePEc:eee:econom:v:161:y:2011:i:2:p:203-207

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Web page: http://www.elsevier.com/locate/jeconom

Related research

Keywords: Regression discontinuity Semi-parametric estimation Treatment effects;

References

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  1. Guido Imbens & Thomas Lemieux, 2007. "Regression Discontinuity Designs: A Guide to Practice," NBER Technical Working Papers 0337, National Bureau of Economic Research, Inc.
  2. 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.
  3. David S. Lee & Thomas Lemieux, 2009. "Regression Discontinuity Designs In Economics," Working Papers 1118, Princeton University, Department of Economics, Industrial Relations Section..
  4. Guido Imbens & Karthik Kalyanaraman, 2010. "Optimal bandwidth choice for the regression discontinuity estimator," CeMMAP working papers CWP05/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  5. Brian A. Jacob & Lars Lefgren, 2002. "Remedial Education and Student Achievement: A Regression-Discontinuity Analysis," NBER Working Papers 8918, National Bureau of Economic Research, Inc.
  6. Dongshu Ou, 2009. "To Leave or Not to Leave? A Regression Discontinuity Analysis of the Impact of Failing the High School Exit Exam," CEP Discussion Papers dp0907, Centre for Economic Performance, LSE.
  7. Matsudaira, Jordan D., 2008. "Mandatory summer school and student achievement," Journal of Econometrics, Elsevier, vol. 142(2), pages 829-850, February.
  8. 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 201-09, January.
  9. Wilbert van der Klaauw, 2008. "Regression-Discontinuity Analysis: A Survey of Recent Developments in Economics," LABOUR, CEIS, vol. 22(2), pages 219-245, 06.
  10. 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.
  11. Jens Ludwig & Douglas L. Miller, 2005. "Does Head Start Improve Children's Life Chances? Evidence from a Regression Discontinuity Design," NBER Working Papers 11702, National Bureau of Economic Research, Inc.
  12. 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, 09.
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Cited by:
  1. Cohodes, Sarah & Goodman, Joshua, 2013. "Merit Aid, College Quality and College Completion: Massachusetts' Adams Scholarship as an In-Kind Subsidy," Working Paper Series rwp13-005, Harvard University, John F. Kennedy School of Government.
  2. Peter R. Mueser & Christopher Jepsen & Kenneth Troske, 2010. "Labor-Market Returns to the GED Using Regression Discontinuity Analysis," Working Papers 1014, Department of Economics, University of Missouri.
  3. Andreas Bernecker, 2014. "Divided We Reform? Evidence from US Welfare Policies," CESifo Working Paper Series 4564, CESifo Group Munich.
  4. Cohodes, Sarah & Goodman, Joshua, 2012. "First Degree Earns: The Impact of College Quality on College Completion Rates," Working Paper Series rwp12-033, Harvard University, John F. Kennedy School of Government.
  5. Thomas Dee, 2012. "School Turnarounds: Evidence from the 2009 Stimulus," NBER Working Papers 17990, National Bureau of Economic Research, Inc.

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