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Econometric Methods for Causal Evaluation of Education Policies and Practices: A Non-Technical Guide

  • Schlotter, Martin

    ()

    (Ifo Institute for Economic Research)

  • Schwerdt, Guido

    ()

    (University of Konstanz)

  • Woessmann, Ludger

    ()

    (Ifo Institute for Economic Research)

Education policy-makers and practitioners want to know which policies and practices can best achieve their goals. But research that can inform evidence-based policy often requires complex methods to distinguish causation from accidental association. Avoiding econometric jargon and technical detail, this paper explains the main idea and intuition of leading empirical strategies devised to identify causal impacts and illustrates their use with real-world examples. It covers six evaluation methods: controlled experiments, lotteries of oversubscribed programs, instrumental variables, regression discontinuities, differences-in-differences, and panel-data techniques. Illustrating applications include evaluations of early-childhood interventions, voucher lotteries, funding programs for disadvantaged, and compulsory-school and tracking reforms.

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Paper provided by Institute for the Study of Labor (IZA) in its series IZA Discussion Papers with number 4725.

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Length: 39 pages
Date of creation: Jan 2010
Date of revision:
Publication status: published in: Education Economics, 2011, 19 (2), 109-137
Handle: RePEc:iza:izadps:dp4725
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  1. M. Ruth & K. Donaghy & P. Kirshen, 2006. "Introduction," Chapters, in: Regional Climate Change and Variability, chapter 1 Edward Elgar.
  2. Black, Sandra E. & Devereux, Paul J. & Salvanes, Kjell G., 2005. "From the Cradle to the Labor Market? The Effect of Birth Weight on Adult Outcomes," IZA Discussion Papers 1864, Institute for the Study of Labor (IZA).
  3. Machin, Stephen & McNally, Sandra, 2008. "The literacy hour," Journal of Public Economics, Elsevier, vol. 92(5-6), pages 1441-1462, June.
  4. SandraE. Black & PaulJ. Devereux & KjellG. Salvanes, 2008. "Staying in the Classroom and out of the maternity ward? The effect of compulsory schooling laws on teenage births," Economic Journal, Royal Economic Society, vol. 118(530), pages 1025-1054, 07.
  5. Caroline M. Hoxby, 2000. "The Effects of Class Size on Student Achievement: New Evidence from Population Variation," The Quarterly Journal of Economics, Oxford University Press, vol. 115(4), pages 1239-1285.
  6. Dolores Messer & Stefan C. Wolter, 2009. "Money Matters - Evidence from a Large-Scale Randomized Field Experiment with Vouchers for Adult Training," CESifo Working Paper Series 2548, CESifo Group Munich.
  7. Machin, Stephen & McNally, Sandra & Silva, Olmo, 2006. "New Technology in Schools: Is There a Payoff?," IZA Discussion Papers 2234, Institute for the Study of Labor (IZA).
  8. Bettinger, Eric & Slonim, Robert, 2006. "Using experimental economics to measure the effects of a natural educational experiment on altruism," Journal of Public Economics, Elsevier, vol. 90(8-9), pages 1625-1648, September.
  9. Eric P. Bettinger, 2010. "Paying to Learn: The Effect of Financial Incentives on Elementary School Test Scores," NBER Working Papers 16333, National Bureau of Economic Research, Inc.
  10. Gibbons, Steve & Machin, Stephen & Silva, Olmo, 2006. "Choice, Competition and Pupil Achievement," IZA Discussion Papers 2214, Institute for the Study of Labor (IZA).
  11. Sascha O. Becker & Andrea Ichino, 2002. "Estimation of average treatment effects based on propensity scores," Stata Journal, StataCorp LP, vol. 2(4), pages 358-377, November.
  12. Thomas S. Dee, 2005. "A Teacher Like Me: Does Race, Ethnicity, or Gender Matter?," American Economic Review, American Economic Association, vol. 95(2), pages 158-165, May.
  13. Hendrik Jürges & Kerstin Schneider & Felix Büchel, 2005. "The Effect Of Central Exit Examinations On Student Achievement: Quasi-Experimental Evidence From TIMSS Germany," Journal of the European Economic Association, MIT Press, vol. 3(5), pages 1134-1155, 09.
  14. Woessmann, Ludger & West, Martin R., 2002. "Class-Size Effects in School Systems Around the World: Evidence from Between-Grade Variation in TIMSS," IZA Discussion Papers 485, Institute for the Study of Labor (IZA).
  15. Caroline M. Hoxby, 2000. "Does Competition among Public Schools Benefit Students and Taxpayers?," American Economic Review, American Economic Association, vol. 90(5), pages 1209-1238, December.
  16. Dinand Webbink, 2005. "Causal Effects in Education," Journal of Economic Surveys, Wiley Blackwell, vol. 19(4), pages 535-560, 09.
  17. Joshua D. Angrist, 2004. "American Education Research Changes Tack," Oxford Review of Economic Policy, Oxford University Press, vol. 20(2), pages 198-212, Summer.
  18. Sandra E. Black & Paul Devereux & Kjell Salvanes, 2004. "Why the apple doesn't fall far: understanding intergenerational transmission of human capital," Working Paper Series 2004-12, Federal Reserve Bank of San Francisco.
  19. Joshua D. Angrist & Victor Lavy, 1999. "Using Maimonides' Rule to Estimate the Effect of Class Size on Scholastic Achievement," The Quarterly Journal of Economics, Oxford University Press, vol. 114(2), pages 533-575.
  20. 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.
  21. Eric A. Hanushek & John F. Kain & Steven G. Rivkin & Gregory F. Branch, 2005. "Charter School Quality and Parental Decision Making With School Choice," NBER Working Papers 11252, National Bureau of Economic Research, Inc.
  22. Torberg Falch, 2008. "The elasticity of labor supply at the establishment level," Working Papers 1106, Princeton University, Department of Economics, Industrial Relations Section..
  23. Hanushek, Eric A. & Wößmann, Ludger, 2006. "Does educational tracking affect performance and inequality? differences-in-differences evidence across countries," Munich Reprints in Economics 20457, University of Munich, Department of Economics.
  24. Wößmann, Ludger, 2005. "Educational production in Europe," Munich Reprints in Economics 19656, University of Munich, Department of Economics.
  25. Kelly Bedard & Elizabeth Dhuey, 2006. "The Persistence of Early Childhood Maturity: International Evidence of Long-Run Age Effects," The Quarterly Journal of Economics, Oxford University Press, vol. 121(4), pages 1437-1472.
  26. Stephen Gibbons & Stephen Machin, 2006. "Paying for Primary Schools: Admission Constraints, School Popularity or Congestion?," Economic Journal, Royal Economic Society, vol. 116(510), pages C77-C92, 03.
  27. Martin R. West & Ludger Woessmann, 2010. "'Every Catholic Child in a Catholic School': Historical Resistance to State Schooling, Contemporary Private Competition and Student Achievement across Countries," Economic Journal, Royal Economic Society, vol. 120(546), pages F229-F255, 08.
  28. Thomas S. Dee, 2007. "Teachers and the Gender Gaps in Student Achievement," Journal of Human Resources, University of Wisconsin Press, vol. 42(3).
  29. Jesse Rothstein, 2007. "Does Competition Among Public Schools Benefit Students and Taxpayers? Comment," American Economic Review, American Economic Association, vol. 97(5), pages 2026-2037, December.
  30. Andrea Ichino & Rudolf Winter-Ebmer, 2004. "The Long-Run Educational Cost of World War II," Journal of Labor Economics, University of Chicago Press, vol. 22(1), pages 57-86, January.
  31. Victor Lavy, 2006. "From Forced Busing to Free Choice in Public Schools: Quasi-Experimental Evidence of Individual and General Effects," NBER Working Papers 11969, National Bureau of Economic Research, Inc.
  32. Victor Lavy, 2009. "Performance Pay and Teachers' Effort, Productivity, and Grading Ethics," American Economic Review, American Economic Association, vol. 99(5), pages 1979-2011, December.
  33. Garibaldi, Pietro & Giavazzi, Francesco & Ichino, Andrea & Rettore, Enrico, 2007. "College Cost and Time to Complete a Degree: Evidence from Tuition Discontinuities," CEPR Discussion Papers 6106, C.E.P.R. Discussion Papers.
  34. Eric A. Hanushek & Margaret E. Raymond, 2004. "The Effect of School Accountability Systems on the Level and Distribution of Student Achievement," Journal of the European Economic Association, MIT Press, vol. 2(2-3), pages 406-415, 04/05.
  35. Schwerdt, Guido & Wuppermann, Amelie C., 2011. "Is traditional teaching really all that bad? A within-student between-subject approach," Economics of Education Review, Elsevier, vol. 30(2), pages 365-379, April.
  36. Caroline M. Hoxby, 2007. "Does Competition Among Public Schools Benefit Students and Taxpayers? Reply," American Economic Review, American Economic Association, vol. 97(5), pages 2038-2055, December.
  37. Manning, Alan & Pischke, Jörn-Steffen, 2006. "Comprehensive versus Selective Schooling in England and Wales: What Do We Know?," CEPR Discussion Papers 5653, C.E.P.R. Discussion Papers.
  38. Anna Alberini & James R. Kahn, 2006. "Introduction," Chapters, in: Handbook on Contingent Valuation, chapter 1 Edward Elgar.
  39. Michael Kremer, 2003. "Randomized Evaluations of Educational Programs in Developing Countries: Some Lessons," American Economic Review, American Economic Association, vol. 93(2), pages 102-106, May.
  40. Nikolay Nenovsky & S. Statev, 2006. "Introduction," Post-Print halshs-00260898, HAL.
  41. Susan M. Dynarski, 2003. "Does Aid Matter? Measuring the Effect of Student Aid on College Attendance and Completion," American Economic Review, American Economic Association, vol. 93(1), pages 279-288, March.
  42. Johannes Metzler & Ludger Woessmann, 2010. "The Impact of Teacher Subject Knowledge on Student Achievement: Evidence from Within-Teacher Within-Student Variation," CESifo Working Paper Series 3111, CESifo Group Munich.
  43. Patrick Puhani & Andrea Weber, 2007. "Does the early bird catch the worm?," Empirical Economics, Springer, vol. 32(2), pages 359-386, May.
  44. Pekkarinen, Tuomas & Uusitalo, Roope & Kerr, Sari, 2009. "School tracking and intergenerational income mobility: Evidence from the Finnish comprehensive school reform," Journal of Public Economics, Elsevier, vol. 93(7-8), pages 965-973, August.
  45. Paul J. Devereux & Sandra E. Black & Kjell G. Salvanes, 2007. "From the cradle to the labor market? The effect of birth weight on adult outcomes," Working Papers 10197/317, School of Economics, University College Dublin.
  46. Christos Pitelis & Roger Sugden & James R. Wilson, 2006. "Introduction," Chapters, in: Clusters and Globalisation, chapter 1 Edward Elgar.
  47. Karthik Muralidharan & Venkatesh Sundararaman, 2009. "Teacher Performance Pay: Experimental Evidence from India," NBER Working Papers 15323, National Bureau of Economic Research, Inc.
  48. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," Review of Economic Studies, Oxford University Press, vol. 60(3), pages 531-542.
  49. Harmon, Colm & Walker, Ian, 1995. "Estimates of the Economic Return to Schooling for the United Kingdom," American Economic Review, American Economic Association, vol. 85(5), pages 1278-86, December.
  50. Alan B. Krueger, 1999. "Experimental Estimates of Education Production Functions," The Quarterly Journal of Economics, Oxford University Press, vol. 114(2), pages 497-532.
  51. Jonah E. Rockoff, 2004. "The Impact of Individual Teachers on Student Achievement: Evidence from Panel Data," American Economic Review, American Economic Association, vol. 94(2), pages 247-252, May.
  52. Jacob, Brian A., 2005. "Accountability, incentives and behavior: the impact of high-stakes testing in the Chicago Public Schools," Journal of Public Economics, Elsevier, vol. 89(5-6), pages 761-796, June.
  53. Jacob M. Markman & Eric A. Hanushek & John F. Kain & Steven G. Rivkin, 2003. "Does peer ability affect student achievement?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(5), pages 527-544.
  54. 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.
  55. Petra E. Todd & Kenneth I. Wolpin, 2003. "On The Specification and Estimation of The Production Function for Cognitive Achievement," Economic Journal, Royal Economic Society, vol. 113(485), pages F3-F33, February.
  56. Clotfelter, Charles T. & Ladd, Helen F. & Vigdor, Jacob L., 2007. "Teacher credentials and student achievement: Longitudinal analysis with student fixed effects," Economics of Education Review, Elsevier, vol. 26(6), pages 673-682, December.
  57. Ammermüller, Andreas & Dolton, Peter J., 2006. "Pupil-teacher gender interaction effects on scholastic outcomes in England and the USA," ZEW Discussion Papers 06-60, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
  58. Janet Currie & Enrico Moretti, 2003. "Mother's Education and the Intergenerational Transmission of Human Capital: Evidence from College Openings," The Quarterly Journal of Economics, Oxford University Press, vol. 118(4), pages 1495-1532.
  59. Bauer, Thomas K., 2002. "Educational mismatch and wages: a panel analysis," Economics of Education Review, Elsevier, vol. 21(3), pages 221-229, June.
  60. Philip Oreopoulos, 2006. "Estimating Average and Local Average Treatment Effects of Education when Compulsory Schooling Laws Really Matter," American Economic Review, American Economic Association, vol. 96(1), pages 152-175, March.
  61. Joshua Angrist & Victor Lavy, 2009. "The Effects of High Stakes High School Achievement Awards: Evidence from a Randomized Trial," American Economic Review, American Economic Association, vol. 99(4), pages 1384-1414, September.
  62. repec:oup:restud:v:60:y:1993:i:3:p:531-42 is not listed on IDEAS
  63. Bruce Sacerdote, 2001. "Peer Effects with Random Assignment: Results for Dartmouth Roommates," The Quarterly Journal of Economics, Oxford University Press, vol. 116(2), pages 681-704.
  64. Joshua Angrist & Eric Bettinger & Michael Kremer, 2006. "Long-Term Educational Consequences of Secondary School Vouchers: Evidence from Administrative Records in Colombia," American Economic Review, American Economic Association, vol. 96(3), pages 847-862, June.
  65. Paul Peterson & William Howell & Patrick J. Wolf & David Campbell, 2003. "School Vouchers. Results from Randomized Experiments," NBER Chapters, in: The Economics of School Choice, pages 107-144 National Bureau of Economic Research, Inc.
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