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The Influence of Hidden Researcher Decisions in Applied Microeconomics

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Listed:
  • Huntington-Klein, Nick
  • Arenas, Andreu
  • Beam, Emily
  • Bertoni, Marco
  • Bloem, Jeffrey R.
  • Burli, Pralhad
  • Chen, Naibin
  • Greico, Paul
  • Ekpe, Godwin
  • Pugatch, Todd
  • Saavedra, Martin
  • Stopnitzky, Yaniv

Abstract

Researchers make hundreds of decisions about data collection, preparation, and analysis in their research. We use a many-analysts approach to measure the extent and impact of these decisions. Two published causal empirical results are replicated by seven replicators each. We find large differences in data preparation and analysis decisions, many of which would not likely be reported in a publication. No two replicators reported the same sample size. Statistical significance varied across replications, and for one of the studies the effect’s sign varied as well. The standard deviation of estimates across replications was 3-4 times the typical reported standard error.

Suggested Citation

  • Huntington-Klein, Nick & Arenas, Andreu & Beam, Emily & Bertoni, Marco & Bloem, Jeffrey R. & Burli, Pralhad & Chen, Naibin & Greico, Paul & Ekpe, Godwin & Pugatch, Todd & Saavedra, Martin & Stopnitzky, 2020. "The Influence of Hidden Researcher Decisions in Applied Microeconomics," GLO Discussion Paper Series 537, Global Labor Organization (GLO).
    • Handle: RePEc:zbw:glodps:537
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    1. Mueller-Langer, Frank & Fecher, Benedikt & Harhoff, Dietmar & Wagner, Gert G., 2019. "Replication studies in economics—How many and which papers are chosen for replication, and why?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 48(1), pages 62-83.
    2. T. Kirk White & Jerome P. Reiter & Amil Petrin, 2018. "Imputation in U.S. Manufacturing Data and Its Implications for Productivity Dispersion," The Review of Economics and Statistics, MIT Press, vol. 100(3), pages 502-509, July.
    3. Michael A. Clemens & Jennifer Hunt, 2019. "The Labor Market Effects of Refugee Waves: Reconciling Conflicting Results," ILR Review, Cornell University, ILR School, vol. 72(4), pages 818-857, August.
    4. Fairlie, Robert W. & Kapur, Kanika & Gates, Susan, 2011. "Is employer-based health insurance a barrier to entrepreneurship?," Journal of Health Economics, Elsevier, vol. 30(1), pages 146-162, January.
    5. Michael A. Clemens, 2017. "The Meaning Of Failed Replications: A Review And Proposal," Journal of Economic Surveys, Wiley Blackwell, vol. 31(1), pages 326-342, February.
    6. Maren Duvendack & Richard Palmer-Jones & W. Robert Reed, 2017. "What Is Meant by "Replication" and Why Does It Encounter Resistance in Economics?," American Economic Review, American Economic Association, vol. 107(5), pages 46-51, May.
    7. Daniel S. Hamermesh, 2017. "Replication in Labor Economics: Evidence from Data, and What It Suggests," American Economic Review, American Economic Association, vol. 107(5), pages 37-40, May.
    8. B. D. McCullough & H. D. Vinod, 2003. "Verifying the Solution from a Nonlinear Solver: A Case Study," American Economic Review, American Economic Association, vol. 93(3), pages 873-892, June.
    9. De Long, J Bradford & Lang, Kevin, 1992. "Are All Economic Hypotheses False?," Journal of Political Economy, University of Chicago Press, vol. 100(6), pages 1257-1272, December.
    10. Janet Currie & Henrik Kleven & Esmée Zwiers, 2020. "Technology and Big Data Are Changing Economics: Mining Text to Track Methods," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 42-48, May.
    11. Moretti, Enrico, 2000. "Do Wages Compensate for Risk of Unemployment? Parametric and Semiparametric Evidence from Seasonal Jobs," Journal of Risk and Uncertainty, Springer, vol. 20(1), pages 45-66, January.
    12. John P. A. Ioannidis & T. D. Stanley & Hristos Doucouliagos, 2017. "The Power of Bias in Economics Research," Economic Journal, Royal Economic Society, vol. 127(605), pages 236-265, October.
    13. Daniel S. Hamermesh, 2007. "Viewpoint: Replication in economics," Canadian Journal of Economics, Canadian Economics Association, vol. 40(3), pages 715-733, August.
    14. 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, July.
    15. Paul Gertler & Sebastian Galiani & Mauricio Romero, 2018. "How to make replication the norm," Nature, Nature, vol. 554(7693), pages 417-419, February.
    16. James Berry & Lucas C. Coffman & Douglas Hanley & Rania Gihleb & Alistair J. Wilson, 2017. "Assessing the Rate of Replication in Economics," American Economic Review, American Economic Association, vol. 107(5), pages 27-31, May.
    17. Lenz, Gabriel & Sahn, Alexander, 2017. "Achieving Statistical Significance with Covariates and without Transparency," MetaArXiv s42ba, Center for Open Science.
    18. Raj Chetty & Nathaniel Hendren & Lawrence F. Katz, 2016. "The Effects of Exposure to Better Neighborhoods on Children: New Evidence from the Moving to Opportunity Experiment," American Economic Review, American Economic Association, vol. 106(4), pages 855-902, April.
    19. Thomas Herndon & Michael Ash & Robert Pollin, 2014. "Does high public debt consistently stifle economic growth? A critique of Reinhart and Rogoff," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 38(2), pages 257-279.
    20. Raquel Bernal & Michael P. Keane, 2011. "Child Care Choices and Children's Cognitive Achievement: The Case of Single Mothers," Journal of Labor Economics, University of Chicago Press, vol. 29(3), pages 459-512.
    21. Carmen M. Reinhart & Kenneth S. Rogoff, 2010. "Growth in a Time of Debt," American Economic Review, American Economic Association, vol. 100(2), pages 573-578, May.
    22. Daniel S. Hamermesh, 2007. "Replication in Economics," NBER Working Papers 13026, National Bureau of Economic Research, Inc.
    23. John P. A. Ioannidis & T. D. Stanley & Hristos Doucouliagos, 2017. "The Power of Bias in Economics Research," Economic Journal, Royal Economic Society, vol. 127(605), pages 236-265, October.
    24. Dewald, William G & Thursby, Jerry G & Anderson, Richard G, 1986. "Replication in Empirical Economics: The Journal of Money, Credit and Banking Project," American Economic Review, American Economic Association, vol. 76(4), pages 587-603, September.
    25. Lance Lochner & Enrico Moretti, 2004. "The Effect of Education on Crime: Evidence from Prison Inmates, Arrests, and Self-Reports," American Economic Review, American Economic Association, vol. 94(1), pages 155-189, March.
    26. Enrique Moral-Benito, 2015. "Model Averaging In Economics: An Overview," Journal of Economic Surveys, Wiley Blackwell, vol. 29(1), pages 46-75, February.
    27. Andrew C. Chang & Phillip Li, 2017. "A Preanalysis Plan to Replicate Sixty Economics Research Papers That Worked Half of the Time," American Economic Review, American Economic Association, vol. 107(5), pages 60-64, May.
    28. Andrew Goodman-Bacon, 2018. "Difference-in-Differences with Variation in Treatment Timing," NBER Working Papers 25018, National Bureau of Economic Research, Inc.
    29. Anna, Petrenko, 2016. "Мaркування готової продукції як складова частина інформаційного забезпечення маркетингової діяльності підприємств овочепродуктового підкомплексу," Agricultural and Resource Economics: International Scientific E-Journal, Agricultural and Resource Economics: International Scientific E-Journal, vol. 2(01), March.
    30. Camerer, Colin & Dreber, Anna & Forsell, Eskil & Ho, Teck-Hua & Huber, Jurgen & Johannesson, Magnus & Kirchler, Michael & Almenberg, Johan & Altmejd, Adam & Chan, Taizan & Heikensten, Emma & Holzmeist, 2016. "Evaluating replicability of laboratory experiments in Economics," MPRA Paper 75461, University Library of Munich, Germany.
    31. Rotem Botvinik-Nezer & Felix Holzmeister & Colin F. Camerer & Anna Dreber & Juergen Huber & Magnus Johannesson & Michael Kirchler & Roni Iwanir & Jeanette A. Mumford & R. Alison Adcock & Paolo Avesani, 2020. "Variability in the analysis of a single neuroimaging dataset by many teams," Nature, Nature, vol. 582(7810), pages 84-88, June.
    32. Ryan Hill & Carolyn Stein & Heidi Williams, 2020. "Internalizing Externalities: Designing Effective Data Policies," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 49-54, May.
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    More about this item

    Keywords

    Replication; Metascience; Research;
    All these keywords.

    JEL classification:

    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • B41 - Schools of Economic Thought and Methodology - - Economic Methodology - - - Economic Methodology

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