Class-Size Caps, Sorting, and the Regression-Discontinuity Design

This paper examines how schools' choices of class size and households' choices of schools affect regression-discontinuity-based estimates of the effect of class size on student outcomes. We build a model in which schools are subject to a class-size cap and an integer constraint on the number of classrooms, and higher-income households sort into higher-quality schools. The key prediction, borne out in data from Chile's liberalized education market, is that schools at the class-size cap adjust prices (or enrollments) to avoid adding an addi? tional classroom, which generates discontinuities in the relationship between enrollment and household characteristics, violating the assumptions underly? ing regression-discontinuity research designs. (JEL D12,121,128, 015)

[1]  Joseph G. Altonji Estimating the Cream Skimming Effect of Private School Vouchers on Public School Students1 (Preliminary and Incomplete) , 2004 .

[2]  W. Shadish,et al.  Experimental and Quasi-Experimental Designs for Generalized Causal Inference , 2001 .

[3]  A. Shaked,et al.  Relaxing price competition through product differentiation , 1982 .

[4]  D. McFadden Conditional logit analysis of qualitative choice behavior , 1972 .

[5]  C. Leake Discrete Choice Theory of Product Differentiation , 1995 .

[6]  Victor Lavy,et al.  Using Maimonides' Rule to Estimate the Effect of Class Size on Student Achievement , 1999 .

[7]  Elizabeth M. Caucutt Educational Vouchers When There are Peer Group Effects - Size Matters , 2002 .

[8]  E. Lazear,et al.  Educational Production , 1999 .

[9]  E. Heinesen Estimating Class-Size Effects Using Within-School Variation in Subject-Specific Classes , 2009 .

[10]  Ludger Woessmann Educational Production in Europe , 2005 .

[11]  Lars Nesheim,et al.  Equilibrium sorting of heterogeneous consumers across locations: theory and empirical implications , 2002 .

[12]  Eric A. Hanushek,et al.  Interpreting recent research on schooling in developing countries , 1995 .

[13]  Jacques-François Thisse,et al.  Price competition, quality and income disparities , 1979 .

[14]  E. Hanushek,et al.  The Failure of Input-Based Schooling Policies , 2002 .

[15]  A. Dixit Optimization in Economic Theory , 1976 .

[16]  E. Verhoogen Trade, Quality Upgrading and Wage Inequality in the Mexican Manufacturing Sector: Theory and Evidence from an Exchange Rate Shock , 2004 .

[17]  Lawrence Southwick,et al.  The Economics of Education. , 1973 .

[18]  André de Palma,et al.  Product diversity in asymmetric oligopoly: is the quality of consumer goods too low? , 2003 .

[19]  Marcus Tamm The Impact of a Large Parental Leave Benefit Reform on the Timing of Birth Around the Day of Implementation , 2009 .

[20]  M. Urquiola,et al.  Identifying Class Size Effects in Developing Countries: Evidence from Rural Bolivia , 2006, Review of Economics and Statistics.

[21]  D. Campbell,et al.  Regression-Discontinuity Analysis: An Alternative to the Ex-Post Facto Experiment , 1960 .

[22]  Robert Bartle,et al.  The Elements of Real Analysis , 1977, The Mathematical Gazette.

[23]  S. Rosen,et al.  Monopoly and product quality , 1978 .

[24]  A. Mizala,et al.  Equity and Educational Performance , 2002 .

[25]  T. Nechyba Centralization, Fiscal Federalism, and Private School Attendance , 2001 .

[26]  C. Manski Educational choice (vouchers) and social mobility , 1992 .

[27]  Joshua D. Angrist,et al.  The Credibility Revolution in Empirical Economics: How Better Research Design is Taking the Con Out of Econometrics , 2010, SSRN Electronic Journal.

[28]  D. Epple,et al.  American Economic Association Competition between Private and Public Schools , Vouchers , and Peer-Group Effects , 2007 .

[29]  M. Asadullah The effect of class size on student achievement: evidence from Bangladesh , 2005 .

[30]  W. Schlenker,et al.  Reduced-Form Versus Structural Modeling in Environmental and Resource Economics , 2009 .

[31]  M. Urquiola Identifying Class Size Effects in Developing Countries: Evidence from Rural Schools in Bolivia , 2001 .

[32]  M. Urquiola,et al.  School Markets: the Impact of Information Approximating Schools' Effectiveness , 2007 .

[33]  Charles T. Clotfelter,et al.  Public School Segregation in Metropolitan Areas , 1998 .

[34]  Damon Clark Politics, Markets and Schools: Quasi-Experimental Evidence on the Impact of Autonomy and Competition from a Truly Revolutionary UK Reform , 2005 .

[35]  Oshua,et al.  USING MAIMONIDES’ RULE TO ESTIMATE THE EFFECT OF CLASS SIZE ON SCHOLASTIC ACHIEVEMENT* , 2003 .

[36]  J. Hahn,et al.  IDENTIFICATION AND ESTIMATION OF TREATMENT EFFECTS WITH A REGRESSION-DISCONTINUITY DESIGN , 2001 .

[37]  W. V. D. Klaauw,et al.  Estimating the Effect of Financial Aid Offers on College Enrollment: A Regression-Discontinuity Approach , 2002 .

[38]  E. Heinesen,et al.  Class Size, Teacher Hours and Educational Attainment , 2007 .

[39]  H. Oosterbeek,et al.  The causal effect of class size on scholastic achievement: distinguishing the pure class size effect from the effect of changes in class composition* , 2002 .

[40]  Justin McCrary,et al.  Manipulation of the Running Variable in the Regression Discontinuity Design: A Density Test , 2007 .

[41]  C. Hoxby The Effects of Class Size on Student Achievement: New Evidence from Population Variation , 2000 .

[42]  M. Urquiola Does School Choice Lead to Sorting? Evidence from Tiebout Variation , 2005 .

[43]  Simon P. Anderson,et al.  Interpretations of the logit discrete choice models and the theory of product differentiation , 1992 .

[44]  Chang-Tai Hsieh,et al.  The effects of generalized school choice on achievement and stratification: Evidence from Chile's voucher program , 2006 .

[45]  Dennis Epple,et al.  Admission, Tuition, and Financial Aid Policies in the Market for Higher Education , 2006 .

[46]  Maria Marta Ferreyra,et al.  Estimating the Effects of Private School Vouchers in Multidistrict Economies , 2007 .

[47]  David N. Figlio,et al.  Competition between Private and Public Schools: Testing Stratification and Pricing Predictions , 2000 .

[48]  Robert McMillan,et al.  An Equilibrium Model of Sorting in an Urban Housing Market: The Causes and Consequences of Residential Segregation , 2003 .

[49]  D. Epple,et al.  Educational Vouchers and Cream Skimming , 2002 .

[50]  David S. Lee Randomized experiments from non-random selection in U.S. House elections , 2005 .

[51]  Paweł Sakowski,et al.  Quasi-Experimental Estimates of Class Size Effect in Primary Schools in Poland , 2006 .

[52]  M. Urquiola,et al.  Class Size and Sorting in Market Equilibrium: Theory and Evidence , 2007, SSRN Electronic Journal.

[53]  André de Palma,et al.  Discrete Choice Theory of Product Differentiation , 1995 .

[54]  David S. Lee,et al.  Regression Discontinuity Designs in Economics , 2009 .

[55]  Jesse M. Rothstein Good Principals or Good Peers? Parental Valuation of School Characteristics, Tiebout Equilibrium, and the Effects of Inter-District Competition , 2004 .

[56]  J. Angrist,et al.  Empirical Strategies in Labor Economics , 1998 .

[57]  M. Kremer RESEARCH ON SCHOOLING: WHAT WE KNOW AND WHAT WE DON'T A COMMENT ON HANUSHEK , 1995 .