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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 & 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.
  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," NBER Working Papers 14723, National Bureau of Economic Research, Inc.
  4. 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, MIT Press, vol. 122(1), pages 159-208, 02.
  5. Guido Imbens & Thomas Lemieux, 2007. "Regression Discontinuity Designs: A Guide to Practice," NBER Technical Working Papers 0337, National Bureau of Economic Research, Inc.
  6. 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.
  7. Ou, Dongshu, 2010. "To leave or not to leave? A regression discontinuity analysis of the impact of failing the high school exit exam," Economics of Education Review, Elsevier, vol. 29(2), pages 171-186, April.
  8. 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.
  9. Leuven, Edwin & Lindahl, Mikael & Oosterbeek, Hessel & Webbink, Dinand, 2004. "The Effect of Extra Funding for Disadvantaged Pupils on Achievement," Working Paper Series 2/2004, Swedish Institute for Social Research.
  10. Matsudaira, Jordan D., 2008. "Mandatory summer school and student achievement," Journal of Econometrics, Elsevier, vol. 142(2), pages 829-850, February.
  11. Wilbert van der Klaauw, 2008. "Regression-Discontinuity Analysis: A Survey of Recent Developments in Economics," LABOUR, CEIS, vol. 22(2), pages 219-245, 06.
  12. 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.
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Cited by:
  1. 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.
  2. Thomas Dee, 2012. "School Turnarounds: Evidence from the 2009 Stimulus," NBER Working Papers 17990, National Bureau of Economic Research, Inc.
  3. 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.
  4. Andreas Bernecker, 2014. "Divided We Reform? Evidence from US Welfare Policies," CESifo Working Paper Series 4564, CESifo Group Munich.
  5. 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.

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