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Estimating the Direct and Indirect Effects of Major Education Reforms

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  • Michael Gilraine
  • Hugh Macartney
  • Robert McMillan

Abstract

We propose an approach for credibly estimating indirect sorting effects of major education reforms and placing them alongside the reforms' direct and persistent effects for the first time. Applying our approach to California's state-wide class size reduction program, we estimate a large positive direct effect of smaller classes on test scores and an even larger indirect effect due to demographic changes as private school students switch into public schools; both effects also persist. Accounting for sorting using these estimates raises the program's benefit-cost ratio significantly. Further, our analysis indicates that indirect sorting is likely relevant in policy evaluations more generally.

Suggested Citation

  • Michael Gilraine & Hugh Macartney & Robert McMillan, 2018. "Estimating the Direct and Indirect Effects of Major Education Reforms," NBER Working Papers 24191, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:24191
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    1. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    2. Weili Ding & Steven F. Lehrer, 2010. "Estimating Treatment Effects from Contaminated Multiperiod Education Experiments: The Dynamic Impacts of Class Size Reductions," The Review of Economics and Statistics, MIT Press, vol. 92(1), pages 31-42, February.
    3. Raj Chetty & John N. Friedman & Nathaniel Hilger & Emmanuel Saez & Diane Whitmore Schanzenbach & Danny Yagan, 2011. "How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project Star," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1593-1660.
    4. Josh Kinsler, 2012. "Beyond Levels and Growth: Estimating Teacher Value-Added and its Persistence," Journal of Human Resources, University of Wisconsin Press, vol. 47(3), pages 722-753.
    5. Jackson, C. Kirabo, 2012. "School competition and teacher labor markets: Evidence from charter school entry in North Carolina," Journal of Public Economics, Elsevier, vol. 96(5), pages 431-448.
    6. Joshua D. Angrist & Kevin Lang, 2004. "Does School Integration Generate Peer Effects? Evidence from Boston's Metco Program," American Economic Review, American Economic Association, vol. 94(5), pages 1613-1634, December.
    7. Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2014. "Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood," American Economic Review, American Economic Association, vol. 104(9), pages 2633-2679, September.
    8. Krueger, Alan B & Whitmore, Diane M, 2001. "The Effect of Attending a Small Class in the Early Grades on College-Test Taking and Middle School Test Results: Evidence from Project STAR," Economic Journal, Royal Economic Society, vol. 111(468), pages 1-28, January.
    9. Joshua D. Angrist & Erich Battistin & Daniela Vuri, 2017. "In a Small Moment: Class Size and Moral Hazard in the Italian Mezzogiorno," American Economic Journal: Applied Economics, American Economic Association, vol. 9(4), pages 216-249, October.
    10. Funkhouser, Edward, 2009. "The effect of kindergarten classroom size reduction on second grade student achievement: Evidence from California," Economics of Education Review, Elsevier, vol. 28(3), pages 403-414, June.
    11. Fernanda Estevan, 2015. "Public education expenditures and private school enrollment," Canadian Journal of Economics, Canadian Economics Association, vol. 48(2), pages 561-584, May.
    12. Simone Dobbelsteen & Jesse Levin & Hessel Oosterbeek, 2002. "The causal effect of class size on scholastic achievement: distinguishing the pure class size effect from the effect of changes in class composition," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 64(1), pages 17-38, February.
    13. Michael Dinerstein & Troy D. Smith, 2021. "Quantifying the Supply Response of Private Schools to Public Policies," American Economic Review, American Economic Association, vol. 111(10), pages 3376-3417, October.
    14. Epple, Dennis & Romano, Richard E, 1998. "Competition between Private and Public Schools, Vouchers, and Peer-Group Effects," American Economic Review, American Economic Association, vol. 88(1), pages 33-62, March.
    15. Bryan S. Graham, 2008. "Identifying Social Interactions Through Conditional Variance Restrictions," Econometrica, Econometric Society, vol. 76(3), pages 643-660, May.
    16. 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.
    17. Christopher Jepsen & Steven Rivkin, 2009. "Class Size Reduction and Student Achievement: The Potential Tradeoff between Teacher Quality and Class Size," Journal of Human Resources, University of Wisconsin Press, vol. 44(1).
    18. Rohlfs Chris & Zilora Melanie, 2014. "Estimating Parents’ Valuations of Class Size Reductions Using Attrition in the Tennessee STAR Experiment," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 14(3), pages 755-790, July.
    19. Imberman, Scott A. & Lovenheim, Michael F., 2016. "Does the market value value-added? Evidence from housing prices after a public release of school and teacher value-added," Journal of Urban Economics, Elsevier, vol. 91(C), pages 104-121.
    20. David E. Clark & William E. Herrin, 2000. "The Impact of Public School Attributes on Home Sale Prices in California," Growth and Change, Wiley Blackwell, vol. 31(3), pages 385-407.
    21. 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.
    22. C. Kirabo Jackson & Rucker C. Johnson & Claudia Persico, 2016. "The Effects of School Spending on Educational and Economic Outcomes: Evidence from School Finance Reforms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(1), pages 157-218.
    23. Cho, Hyunkuk & Glewwe, Paul & Whitler, Melissa, 2012. "Do reductions in class size raise students’ test scores? Evidence from population variation in Minnesota's elementary schools," Economics of Education Review, Elsevier, vol. 31(3), pages 77-95.
    24. Gary-Bobo, Robert J. & Mahjoub, Mohamed Badrane, 2006. "Estimation of Class-Size Effects, Using 'Maimonides' Rule': The Case of French Junior High Schools," CEPR Discussion Papers 5754, C.E.P.R. Discussion Papers.
    25. Michael Gilraine, 2020. "A Method for Disentangling Multiple Treatments from a Regression Discontinuity Design," Journal of Labor Economics, University of Chicago Press, vol. 38(4), pages 1267-1311.
    26. Nicola Bianchi, 2015. "The General Effects of Educational Expansion," Discussion Papers 15-008, Stanford Institute for Economic Policy Research.
    27. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2004. "Tiebout Sorting, Social Multipliers and the Demand for School Quality," NBER Working Papers 10871, National Bureau of Economic Research, Inc.
    28. Nicola Bianchi, 2020. "The Indirect Effects of Educational Expansions: Evidence from a Large Enrollment Increase in University Majors," Journal of Labor Economics, University of Chicago Press, vol. 38(3), pages 767-804.
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    Cited by:

    1. Omar Al-Ubaydli & John List & Claire Mackevicius & Min Sok Lee & Dana Suskind, 2019. "How Can Experiments Play a Greater Role in Public Policy? 12 Proposals from an Economic Model of Scaling," Artefactual Field Experiments 00679, The Field Experiments Website.
    2. Justman, Moshe, 2018. "Randomized controlled trials informing public policy: Lessons from project STAR and class size reduction," European Journal of Political Economy, Elsevier, vol. 54(C), pages 167-174.
    3. Marie Connolly & Catherine Haeck, 2018. "Le lien entre la taille des classes et les compétences cognitives et non cognitives," CIRANO Project Reports 2018rp-18, CIRANO.

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    More about this item

    JEL classification:

    • H40 - Public Economics - - Publicly Provided Goods - - - General
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I22 - Health, Education, and Welfare - - Education - - - Educational Finance; Financial Aid

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