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

  • Joshua Angrist
  • Jörn-Steffen Pischke

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 National Bureau of Economic Research, Inc in its series NBER Working Papers with number 15794.

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Date of creation: Mar 2010
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Publication status: published as Joshua D. Angrist & Jorn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 3-30, Spring.
Handle: RePEc:nbr:nberwo:15794
Note: CH ED HE IO LS ME PE
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  1. Finn E. Kydland & Edward C. Prescott, 1994. "The computational experiment: an econometric tool," Working Paper 9420, Federal Reserve Bank of Cleveland.
  2. Kydland, Finn E & Prescott, Edward C, 1977. "Rules Rather Than Discretion: The Inconsistency of Optimal Plans," Journal of Political Economy, University of Chicago Press, vol. 85(3), pages 473-91, June.
  3. 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.
  4. Stefano DellaVigna & Ulrike Malmendier, 2006. "Paying Not to Go to the Gym," American Economic Review, American Economic Association, vol. 96(3), pages 694-719, June.
  5. Valerie A. Ramey & Matthew D. Shapiro, 1999. "Costly Capital Reallocation and the Effects of Government Spending," NBER Working Papers 6283, National Bureau of Economic Research, Inc.
  6. McAleer, Michael & Pagan, Adrian R & Volker, Paul A, 1985. "What Will Take the Con out of Econometrics?," American Economic Review, American Economic Association, vol. 75(3), pages 293-307, June.
  7. Gary Solon, 1984. "Work Incentive Effects of Taxing Unemployment Benefits," NBER Working Papers 1260, National Bureau of Economic Research, Inc.
  8. 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, vol. 113(2), pages 553-602, May.
  9. Dean Karlan & Jonathan Zinman, 2004. "Observing unobservables: Identifying information asymmetries with a consumer credit field experiment," Natural Field Experiments 00283, The Field Experiments Website.
  10. N. Gregory Mankiw, 2006. "The Macroeconomist as Scientist and Engineer," NBER Working Papers 12349, National Bureau of Economic Research, Inc.
  11. Nunn, Nathan, 2007. "The Long-Term Effects of Africa's Slave Trades," MPRA Paper 4134, University Library of Munich, Germany.
  12. Orley C. Ashenfelter & Daniel Hosken & Matthew Weinberg, 2009. "Generating Evidence to Guide Merger Enforcement," NBER Working Papers 14798, National Bureau of Economic Research, Inc.
  13. James Heckman & Sergio Urzua, 2010. "Comparing IV with structural models: what simple IV can and cannot identify," CeMMAP working papers CWP08/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  14. Sims, Christopher A, 1988. "Uncertainty across Models," American Economic Review, American Economic Association, vol. 78(2), pages 163-67, May.
  15. Card, David & Krueger, Alan B, 1992. "School Quality and Black-White Relative Earnings: A Direct Assessment," The Quarterly Journal of Economics, MIT Press, vol. 107(1), pages 151-200, February.
  16. Hoyt Bleakley, 2007. "Disease and Development: Evidence from Hookworm Eradication in the American South," The Quarterly Journal of Economics, MIT Press, vol. 122(1), pages 73-117, 02.
  17. Robert W. Crandall & Clifford Winston, 2003. "Does Antitrust Policy Improve Consumer Welfare? Assessing the Evidence," Journal of Economic Perspectives, American Economic Association, vol. 17(4), pages 3-26, Fall.
  18. Orley Ashenfelter, 1990. "Non-Parametric Estimates of the Labor Supply Effects of Negative Income Tax Programs," Working Papers 639, Princeton University, Department of Economics, Industrial Relations Section..
  19. Ernst Fehr & Lorenz Götte, 2005. "Do Workers Work More if Wages are High? Evidence from a Randomized Field Experiment," IEW - Working Papers 125, Institute for Empirical Research in Economics - University of Zurich.
  20. LaLonde, Robert J, 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, American Economic Association, vol. 76(4), pages 604-20, September.
  21. 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, vol. 117(6), pages 1031-1073, December.
  22. Guido Imbens & Thomas Lemieux, 2007. "Regression Discontinuity Designs: A Guide to Practice," NBER Working Papers 13039, National Bureau of Economic Research, Inc.
  23. Angrist, J.D. & Imbens, G.W., 1992. "Average causal response with variable treatment intensity," Discussion Paper 1992-34, Tilburg University, Center for Economic Research.
  24. Paul Schultz, T., 2004. "School subsidies for the poor: evaluating the Mexican Progresa poverty program," Journal of Development Economics, Elsevier, vol. 74(1), pages 199-250, June.
  25. Ehrlich, Isaac, 1977. "The Deterrent Effect of Capital Punishment: Reply," American Economic Review, American Economic Association, vol. 67(3), pages 452-58, June.
  26. Feldstein, Martin & Horioka, Charles, 1980. "Domestic Saving and International Capital Flows," Economic Journal, Royal Economic Society, vol. 90(358), pages 314-29, June.
  27. Caroline M. Hoxby, 2000. "The Effects Of Class Size On Student Achievement: New Evidence From Population Variation," The Quarterly Journal of Economics, MIT Press, vol. 115(4), pages 1239-1285, November.
  28. Robert J. Barro & Charles J. Redlick, 2011. "Macroeconomic Effects From Government Purchases and Taxes," The Quarterly Journal of Economics, Oxford University Press, vol. 126(1), pages 51-102.
  29. Miguel Urquiola & Eric Verhoogen, 2009. "Class-Size Caps, Sorting, and the Regression-Discontinuity Design," American Economic Review, American Economic Association, vol. 99(1), pages 179-215, March.
  30. Angus Deaton, 2009. "Instruments of development: Randomization in the tropics, and the search for the elusive keys to economic development," Working Papers 1122, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
  31. Leamer, Edward E, 1985. "Sensitivity Analyses Would Help," American Economic Review, American Economic Association, vol. 75(3), pages 308-13, June.
  32. Bruce D. Meyer, 1994. "Natural and Quasi- Experiments in Economics," NBER Technical Working Papers 0170, National Bureau of Economic Research, Inc.
  33. 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.
  34. Orley Ashenfelter & Daniel Hosken, 2008. "The Effect of Mergers on Consumer Prices: Evidence from Five Selected Case Studies," Working Papers 1037, Princeton University, Department of Economics, Center for Economic Policy Studies..
  35. Christina D. Romer & David H. Romer, 2007. "The Macroeconomic Effects of Tax Changes: Estimates Based on a New Measure of Fiscal Shocks," NBER Working Papers 13264, National Bureau of Economic Research, Inc.
  36. Isaac Ehrlich, 1996. "Crime, Punishment, and the Market for Offenses," Journal of Economic Perspectives, American Economic Association, vol. 10(1), pages 43-67, Winter.
  37. Orley Ashenfelter, 1986. "The Case for Evaluating Training Programs with Randomized Trials," Working Papers 583, Princeton University, Department of Economics, Industrial Relations Section..
  38. Isaac Ehrlich, 1973. "The Deterrent Effect of Capital Punishment: A Question of Life and Death," NBER Working Papers 0018, National Bureau of Economic Research, Inc.
  39. 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, October.
  40. Joshua Angrist, 1989. "Lifetime Earnings and the Vietnam Era Draft Lottery: Evidence from Social Security Administrative Records," Working Papers 631, Princeton University, Department of Economics, Industrial Relations Section..
  41. François R. Velde, 2009. "Chronicle of a Deflation Unforetold," Journal of Political Economy, University of Chicago Press, vol. 117(4), pages 591-634, 08.
  42. Paul Gertler, 2004. "Do Conditional Cash Transfers Improve Child Health? Evidence from PROGRESA's Control Randomized Experiment," American Economic Review, American Economic Association, vol. 94(2), pages 336-341, May.
  43. Hausman, Jerry A & Leonard, Gregory K, 2002. "The Competitive Effects of a New Product Introduction: A Case Study," Journal of Industrial Economics, Wiley Blackwell, vol. 50(3), pages 237-63, September.
  44. 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.
  45. Guido W. Imbens, 2010. "Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 399-423, June.
  46. Stefano DellaVigna & M. Daniele Paserman, 2005. "Job Search and Impatience," Journal of Labor Economics, University of Chicago Press, vol. 23(3), pages 527-588, July.
  47. 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.
  48. 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.
  49. 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, vol. 1(4), pages 380-407, October.
  50. 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, vol. 125(1), pages 307-362, February.
  51. Olivier Desch�nes & Michael Greenstone, 2011. "Climate Change, Mortality, and Adaptation: Evidence from Annual Fluctuations in Weather in the US," American Economic Journal: Applied Economics, American Economic Association, vol. 3(4), pages 152-85, October.
  52. 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.
  53. 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, vol. 77(3), pages 251-77, June.
  54. 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, vol. 80(5), pages 1284-86, December.
  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, vol. 42(1), pages 455-87, April.
  56. Gerald S. Oettinger, 1999. "An Empirical Analysis of the Daily Labor Supply of Stadium Vendors," Journal of Political Economy, University of Chicago Press, vol. 107(2), pages 360-392, April.
  57. Raghuram G. Rajan & Arvind Subramanian, 2005. "Aid and Growth: What Does the Cross-Country Evidence Really Show?," NBER Working Papers 11513, National Bureau of Economic Research, Inc.
  58. 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 09/02, Department of Economics, Royal Holloway University of London.
  59. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-38, May.
  60. 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, vol. 94(1), pages 317-328, March.
  61. 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.
  62. David Card, 1988. "Unexpected Inflation, Real Wages, and Employment Determination in Union Contracts," NBER Working Papers 2768, National Bureau of Economic Research, Inc.
  63. Passell, Peter & Taylor, John B, 1977. "The Deterrent Effect of Capital Punishment: Another View," American Economic Review, American Economic Association, vol. 67(3), pages 445-51, June.
  64. Ehrlich, Isaac, 1977. "Capital Punishment and Deterrence: Some Further Thoughts and Additional Evidence," Journal of Political Economy, University of Chicago Press, vol. 85(4), pages 741-88, August.
  65. 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.
  66. 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, vol. 21(1), pages 149-70, February.
  67. Michael Conlin & Ted O'Donoghue & Timothy J. Vogelsang, 2007. "Projection Bias in Catalog Orders," American Economic Review, American Economic Association, vol. 97(4), pages 1217-1249, September.
  68. 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.
  69. Jonathan B. Baker, 2003. "The Case for Antitrust Enforcement," Journal of Economic Perspectives, American Economic Association, vol. 17(4), pages 27-50, Fall.
  70. Jeffrey R. Kling & Jeffrey B. Liebman & Lawrence F. Katz, 2005. "Experimental Analysis of Neighborhood Effects," NBER Working Papers 11577, National Bureau of Economic Research, Inc.
  71. Borenstein, Severin, 1990. "Airline Mergers, Airport Dominance, and Market Power," American Economic Review, American Economic Association, vol. 80(2), pages 400-404, May.
  72. Dani Rodrik & Romain Wacziarg, 2005. "Do Democratic Transitions Produce Bad Economic Outcomes?," American Economic Review, American Economic Association, vol. 95(2), pages 50-55, May.
  73. Dean S. Karlan & Jonathan Zinman, 2005. "Observing Unobservables: Identifying Information Asymmetries with a Consumer Credit Field Experiment," Working Papers 911, Economic Growth Center, Yale University.
  74. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
  75. 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, vol. 114(2), pages 533-575, May.
  76. 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, vol. 77(2), pages 99-106, May.
  77. Brian A. Jacob, 2004. "Public Housing, Housing Vouchers, and Student Achievement: Evidence from Public Housing Demolitions in Chicago," American Economic Review, American Economic Association, vol. 94(1), pages 233-258, March.
  78. Summers, Anita A & Wolfe, Barbara L, 1977. "Do Schools Make a Difference?," American Economic Review, American Economic Association, vol. 67(4), pages 639-52, September.
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