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The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics

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  • Angrist, Joshua

    ()
    (MIT)

  • Pischke, Jörn-Steffen

    ()
    (London School of Economics)

Abstract

This essay reviews progress in empirical economics since Leamer's (1983) critique. Leamer highlighted the benefits of sensitivity analysis, a procedure in which researchers show how their results change with changes in specification or functional form. Sensitivity analysis has had a salutary but not a revolutionary effect on econometric practice. As we see it, the credibility revolution in empirical work can be traced to the rise of a design-based approach that emphasizes the identification of causal effects. Design-based studies typically feature either real or natural experiments and are distinguished by their prima facie credibility and by the attention investigators devote to making the case for a causal interpretation of the findings their designs generate. Design-based studies are most often found in the microeconomic fields of Development, Education, Environment, Labor, Health, and Public Finance, but are still rare in Industrial Organization and Macroeconomics. We explain why IO and Macro would do well to embrace a design-based approach. Finally, we respond to the charge that the design-based revolution has overreached.

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Paper provided by Institute for the Study of Labor (IZA) in its series IZA Discussion Papers with number 4800.

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Length: 40 pages
Date of creation: Mar 2010
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Publication status: published in: Journal of Economic Perspectives, 2010, 24 (2), 3-30
Handle: RePEc:iza:izadps:dp4800

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Keywords: research design; natural experiments; structural models; quasi-experiments;

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
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  1. James Heckman & Sergio Urzua, 2010. "Comparing IV with structural models: what simple IV can and cannot identify," CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies CWP08/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  2. Joshua D. Angrist & Victor Lavy, 1999. "Using Maimonides' Rule To Estimate The Effect Of Class Size On Scholastic Achievement," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 114(2), pages 533-575, May.
  3. Robert W. Crandall & Clifford Winston, 2003. "Does Antitrust Policy Improve Consumer Welfare? Assessing the Evidence," Journal of Economic Perspectives, American Economic Association, American Economic Association, vol. 17(4), pages 3-26, Fall.
  4. Finn E. Kydland & Edward C. Prescott, 1994. "The computational experiment: an econometric tool," Working Paper 9420, Federal Reserve Bank of Cleveland.
  5. François Velde, 2006. "Chronicles of a deflation unforetold," Working Paper Series, Federal Reserve Bank of Chicago WP-06-12, Federal Reserve Bank of Chicago.
  6. Nunn, Nathan, 2007. "The Long-Term Effects of Africa's Slave Trades," MPRA Paper 4134, University Library of Munich, Germany.
  7. Jeffrey R Kling & Jeffrey B Liebman & Lawrence F Katz, 2007. "Experimental Analysis of Neighborhood Effects," Econometrica, Econometric Society, Econometric Society, vol. 75(1), pages 83-119, 01.
  8. Card, David, 1990. "Unexpected Inflation, Real Wages, and Employment Determination in Union Contracts," American Economic Review, American Economic Association, American Economic Association, vol. 80(4), pages 669-88, September.
  9. Raghuram G. Rajan & Arvind Subramanian, 2008. "Aid and Growth: What Does the Cross-Country Evidence Really Show?," The Review of Economics and Statistics, MIT Press, vol. 90(4), pages 643-665, November.
  10. McAleer, Michael & Pagan, Adrian, 1985. "What Will Take the Con Out of Econometrics?," CEPR Discussion Papers, C.E.P.R. Discussion Papers 39, C.E.P.R. Discussion Papers.
  11. N. Gregory Mankiw, 2006. "The Macroeconomist as Scientist and Engineer," Harvard Institute of Economic Research Working Papers 2121, Harvard - Institute of Economic Research.
  12. Isaac Ehrlich, 1996. "Crime, Punishment, and the Market for Offenses," Journal of Economic Perspectives, American Economic Association, American Economic Association, vol. 10(1), pages 43-67, Winter.
  13. Orley Ashenfelter & Daniel Hosken, 2008. "The Effect of Mergers on Consumer Prices: Evidence from Five Selected Case Studies," NBER Working Papers 13859, National Bureau of Economic Research, Inc.
  14. Orley Ashenfelter, 1990. "Non-Parametric Estimates of the Labor Supply Effects of Negative Income Tax Programs," Working Papers, Princeton University, Department of Economics, Industrial Relations Section. 639, Princeton University, Department of Economics, Industrial Relations Section..
  15. Hausman, Jerry A & Leonard, Gregory K, 2002. "The Competitive Effects of a New Product Introduction: A Case Study," Journal of Industrial Economics, Wiley Blackwell, Wiley Blackwell, vol. 50(3), pages 237-63, September.
  16. Ashenfelter, Orley C, 1978. "Estimating the Effect of Training Programs on Earnings," The Review of Economics and Statistics, MIT Press, vol. 60(1), pages 47-57, February.
  17. Solon, Gary R, 1985. "Work Incentive Effects of Taxing Unemployment Benefits," Econometrica, Econometric Society, Econometric Society, vol. 53(2), pages 295-306, March.
  18. Orley C. Ashenfelter & Daniel Hosken & Matthew Weinberg, 2009. "Generating Evidence to Guide Merger Enforcement," Working Papers, Princeton University, Department of Economics, Center for Economic Policy Studies. 1137, Princeton University, Department of Economics, Center for Economic Policy Studies..
  19. John J. Donohue III & Justin Wolfers, 2006. "Uses and Abuses of Empirical Evidence in the Death Penalty Debate," NBER Working Papers 11982, National Bureau of Economic Research, Inc.
  20. Ernst Fehr & Lorenz Gotte, 2002. "Do workers work more if wages are high? Evidence from a randomized field experiment," Natural Field Experiments 00240, The Field Experiments Website.
  21. Ashenfelter, Orley, 1987. "The case for evaluating training programs with randomized trials," Economics of Education Review, Elsevier, Elsevier, vol. 6(4), pages 333-338, August.
  22. Eric A. Hanushek & John F. Kain & Steven G. Rivkin, 1998. "Teachers, Schools, and Academic Achievement," NBER Working Papers 6691, National Bureau of Economic Research, Inc.
  23. Dean Karlan & Jonathan Zinman, 2004. "Observing unobservables: Identifying information asymmetries with a consumer credit field experiment," Natural Field Experiments 00283, The Field Experiments Website.
  24. Michael Conlin & Ted O'Donoghue & Timothy J. Vogelsang, 2007. "Projection Bias in Catalog Orders," American Economic Review, American Economic Association, American Economic Association, vol. 97(4), pages 1217-1249, September.
  25. Ehrlich, Isaac & Brower, George D, 1987. "On the Issue of Causality in the Economic Model of Crime and Law Enforcement: Some Theoretical Considerations and Experimental Evidence," American Economic Review, American Economic Association, American Economic Association, vol. 77(2), pages 99-106, May.
  26. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, Econometric Society, vol. 48(4), pages 817-38, May.
  27. Urquiola, Miguel & Verhoogen, Eric A., 2007. "Class Size and Sorting in Market Equilibrium: Theory and Evidence," CEPR Discussion Papers, C.E.P.R. Discussion Papers 6425, C.E.P.R. Discussion Papers.
  28. Manning, Willard G, et al, 1987. "Health Insurance and the Demand for Medical Care: Evidence from a Randomized Experiment," American Economic Review, American Economic Association, American Economic Association, vol. 77(3), pages 251-77, June.
  29. Angrist, Joshua D, 1990. "Lifetime Earnings and the Vietnam Era Draft Lottery: Evidence from Social Security Administrative Records: Errata," American Economic Review, American Economic Association, American Economic Association, vol. 80(5), pages 1284-86, December.
  30. David Y. Albouy, 2008. "The Colonial Origins of Comparative Development: An Investigation of the Settler Mortality Data," NBER Working Papers 14130, National Bureau of Economic Research, Inc.
  31. Ramey, Valerie A. & Shapiro, Matthew D., 1998. "Costly capital reallocation and the effects of government spending," Carnegie-Rochester Conference Series on Public Policy, Elsevier, Elsevier, vol. 48(1), pages 145-194, June.
  32. Greenberg, David & Halsey, Harlan, 1983. "Systematic Misreporting and Effects of Income Maintenance Experiments on Work Effort: Evidence from the Seattle-Denver Experiment," Journal of Labor Economics, University of Chicago Press, University of Chicago Press, vol. 1(4), pages 380-407, October.
  33. Olivier Deschênes & Michael Greenstone, 2007. "Climate Change, Mortality, and Adaptation: Evidence from Annual Fluctuations in Weather in the US," NBER Working Papers 13178, National Bureau of Economic Research, Inc.
  34. Brian A. Jacob, 2004. "Public Housing, Housing Vouchers, and Student Achievement: Evidence from Public Housing Demolitions in Chicago," American Economic Review, American Economic Association, American Economic Association, vol. 94(1), pages 233-258, March.
  35. Guido Imbens & Thomas Lemieux, 2007. "Regression Discontinuity Designs: A Guide to Practice," NBER Technical Working Papers 0337, National Bureau of Economic Research, Inc.
  36. Joshua D. Angrist & Guido M. Kuersteiner, 2004. "Semiparametric Causality Tests Using the Policy Propensity Score," NBER Working Papers 10975, National Bureau of Economic Research, Inc.
  37. Daron Acemoglu & Simon Johnson & James A. Robinson, 2000. "The Colonial Origins of Comparative Development: An Empirical Investigation," NBER Working Papers 7771, National Bureau of Economic Research, Inc.
  38. Milton Friedman & Anna J. Schwartz, 1963. "A Monetary History of the United States, 1867-1960," NBER Books, National Bureau of Economic Research, Inc, number frie63-1.
  39. Christina D. Romer & David H. Romer, 2010. "The Macroeconomic Effects of Tax Changes: Estimates Based on a New Measure of Fiscal Shocks," American Economic Review, American Economic Association, American Economic Association, vol. 100(3), pages 763-801, June.
  40. Ehrlich, Isaac, 1975. "The Deterrent Effect of Capital Punishment: A Question of Life and Death," American Economic Review, American Economic Association, American Economic Association, vol. 65(3), pages 397-417, June.
  41. Gerald S. Oettinger, 1999. "An Empirical Analysis of the Daily Labor Supply of Stadium Vendors," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 107(2), pages 360-392, April.
  42. Cecilia Elena Rouse, 1998. "Private School Vouchers And Student Achievement: An Evaluation Of The Milwaukee Parental Choice Program," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 113(2), pages 553-602, May.
  43. Stefano DellaVigna & M. Daniele Paserman, 2005. "Job Search and Impatience," Journal of Labor Economics, University of Chicago Press, University of Chicago Press, vol. 23(3), pages 527-588, July.
  44. David Card & Alan Krueger, 1990. "School Quality and Black/White Relative Earnings: A Direct Assessment," Working Papers, Princeton University, Department of Economics, Industrial Relations Section. 652, Princeton University, Department of Economics, Industrial Relations Section..
  45. Ehrlich, Isaac, 1977. "Capital Punishment and Deterrence: Some Further Thoughts and Additional Evidence," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 85(4), pages 741-88, August.
  46. Joshua D. Angrist & Stacey H. Chen, 2009. "Long-Term Economic Consequences of Vietnam-Era Conscription: Schooling, Experience and Earnings," Royal Holloway, University of London: Discussion Papers in Economics, Department of Economics, Royal Holloway University of London 09/02, Department of Economics, Royal Holloway University of London.
  47. Jonathan B. Baker, 2003. "The Case for Antitrust Enforcement," Journal of Economic Perspectives, American Economic Association, American Economic Association, vol. 17(4), pages 27-50, Fall.
  48. Benjamin J. Keys & Tanmoy Mukherjee & Amit Seru & Vikrant Vig, 2010. "Did Securitization Lead to Lax Screening? Evidence from Subprime Loans," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 125(1), pages 307-362, February.
  49. Borenstein, Severin, 1990. "Airline Mergers, Airport Dominance, and Market Power," American Economic Review, American Economic Association, American Economic Association, vol. 80(2), pages 400-404, May.
  50. Joshua Angrist, 1989. "Lifetime Earnings and the Vietnam Era Draft Lottery: Evidence from Social Security Administrative Records," Working Papers, Princeton University, Department of Economics, Industrial Relations Section. 631, Princeton University, Department of Economics, Industrial Relations Section..
  51. James Heckman, 1997. "Instrumental Variables: A Study of Implicit Behavioral Assumptions Used in Making Program Evaluations," Journal of Human Resources, University of Wisconsin Press, vol. 32(3), pages 441-462.
  52. Justine S. Hastings, 2004. "Vertical Relationships and Competition in Retail Gasoline Markets: Empirical Evidence from Contract Changes in Southern California," American Economic Review, American Economic Association, American Economic Association, vol. 94(1), pages 317-328, March.
  53. Summers, Anita A & Wolfe, Barbara L, 1977. "Do Schools Make a Difference?," American Economic Review, American Economic Association, American Economic Association, vol. 67(4), pages 639-52, September.
  54. Robert J. Barro & Charles J. Redlick, 2009. "Macroeconomic Effects from Government Purchases and Taxes," NBER Working Papers 15369, National Bureau of Economic Research, Inc.
  55. Ehrlich, Isaac & Liu, Zhiqiang, 1999. "Sensitivity Analyses of the Deterrence Hypothesis: Let's Keep the Econ in Econometrics," Journal of Law and Economics, University of Chicago Press, University of Chicago Press, vol. 42(1), pages 455-87, April.
  56. Paul Gertler, 2004. "Do Conditional Cash Transfers Improve Child Health? Evidence from PROGRESA's Control Randomized Experiment," American Economic Review, American Economic Association, American Economic Association, vol. 94(2), pages 336-341, May.
  57. Passell, Peter & Taylor, John B, 1977. "The Deterrent Effect of Capital Punishment: Another View," American Economic Review, American Economic Association, American Economic Association, vol. 67(3), pages 445-51, June.
  58. Ehrlich, Isaac, 1977. "The Deterrent Effect of Capital Punishment: Reply," American Economic Review, American Economic Association, American Economic Association, vol. 67(3), pages 452-58, June.
  59. Dani Rodrik & Romain Wacziarg, 2005. "Do Democratic Transitions Produce Bad Economic Outcomes?," American Economic Review, American Economic Association, American Economic Association, vol. 95(2), pages 50-55, May.
  60. Gary Richardson & William Troost, 2009. "Monetary Intervention Mitigated Banking Panics during the Great Depression: Quasi-Experimental Evidence from a Federal Reserve District Border, 1929-1933," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 117(6), pages 1031-1073, December.
  61. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, American Statistical Association, vol. 13(2), pages 151-61, April.
  62. LaLonde, Robert J, 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, American Economic Association, American Economic Association, vol. 76(4), pages 604-20, September.
  63. Paul Schultz, T., 2004. "School subsidies for the poor: evaluating the Mexican Progresa poverty program," Journal of Development Economics, Elsevier, Elsevier, vol. 74(1), pages 199-250, June.
  64. Leamer, Edward E, 1985. "Sensitivity Analyses Would Help," American Economic Review, American Economic Association, American Economic Association, vol. 75(3), pages 308-13, June.
  65. Stefano DellaVigna & Ulrike Malmendier, 2006. "Paying Not to Go to the Gym," American Economic Review, American Economic Association, American Economic Association, vol. 96(3), pages 694-719, June.
  66. Caroline M. Hoxby, 2000. "The Effects Of Class Size On Student Achievement: New Evidence From Population Variation," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 115(4), pages 1239-1285, November.
  67. Feldstein, Martin & Horioka, Charles, 1980. "Domestic Saving and International Capital Flows," Economic Journal, Royal Economic Society, Royal Economic Society, vol. 90(358), pages 314-29, June.
  68. White, Halbert, 1980. "Using Least Squares to Approximate Unknown Regression Functions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 21(1), pages 149-70, February.
  69. Hanushek, Eric A, 1986. "The Economics of Schooling: Production and Efficiency in Public Schools," Journal of Economic Literature, American Economic Association, vol. 24(3), pages 1141-77, September.
  70. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, Elsevier, vol. 142(2), pages 698-714, February.
  71. Hoyt Bleakley, 2007. "Disease and Development: Evidence from Hookworm Eradication in the American South," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 122(1), pages 73-117, 02.
  72. Guido W. Imbens, 2009. "Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)," NBER Working Papers 14896, National Bureau of Economic Research, Inc.
  73. Sims, Christopher A, 1988. "Uncertainty across Models," American Economic Review, American Economic Association, American Economic Association, vol. 78(2), pages 163-67, May.
  74. Angus Deaton, 2009. "Instruments of development: Randomization in the tropics, and the search for the elusive keys to economic development," Working Papers, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies. 1122, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
  75. Kydland, Finn E & Prescott, Edward C, 1977. "Rules Rather Than Discretion: The Inconsistency of Optimal Plans," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 85(3), pages 473-91, June.
  76. Aviv Nevo, 2000. "Mergers with Differentiated Products: The Case of the Ready-to-Eat Cereal Industry," RAND Journal of Economics, The RAND Corporation, vol. 31(3), pages 395-421, Autumn.
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