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Fishing, Commitment, and Communication: A Proposal for Comprehensive Nonbinding Research Registration

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  • Humphreys, Macartan
  • Sanchez de la Sierra, Raul
  • van der Windt, Peter

Abstract

Social scientists generally enjoy substantial latitude in selecting measures and models for hypothesis testing. Coupled with publication and related biases, this latitude raises the concern that researchers may intentionally or unintentionally select models that yield positive findings, leading to an unreliable body of published research. To combat this “fishing†problem in medical studies, leading journals now require preregistration of designs that emphasize the prior identification of dependent and independent variables. However, we demonstrate here that even with this level of advanced specification, the scope for fishing is considerable when there is latitude over selection of covariates, subgroups, and other elements of an analysis plan. These concerns could be addressed through the use of a form of comprehensive registration. We experiment with such an approach in the context of an ongoing field experiment for which we drafted a complete “mock report†of findings using fake data on treatment assignment. We describe the advantages and disadvantages of this form of registration and propose that a comprehensive but nonbinding approach be adopted as a first step to combat fishing by social scientists. Likely effects of comprehensive but nonbinding registration are discussed, the principal advantage being communication rather than commitment, in particular that it generates a clear distinction between exploratory analyses and genuine tests.

Suggested Citation

  • Humphreys, Macartan & Sanchez de la Sierra, Raul & van der Windt, Peter, 2013. "Fishing, Commitment, and Communication: A Proposal for Comprehensive Nonbinding Research Registration," Political Analysis, Cambridge University Press, vol. 21(1), pages 1-20, January.
  • Handle: RePEc:cup:polals:v:21:y:2013:i:01:p:1-20_01
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    Cited by:

    1. King, Elisabeth & Samii, Cyrus, 2014. "Fast-Track Institution Building in Conflict-Affected Countries? Insights from Recent Field Experiments," World Development, Elsevier, vol. 64(C), pages 740-754.
    2. Abhijit Banerjee & Esther Duflo & Amy Finkelstein & Lawrence F. Katz & Benjamin A. Olken & Anja Sautmann, 2020. "In Praise of Moderation: Suggestions for the Scope and Use of Pre-Analysis Plans for RCTs in Economics," NBER Working Papers 26993, National Bureau of Economic Research, Inc.
    3. Lucas C. Coffman & Muriel Niederle, 2015. "Pre-analysis Plans Have Limited Upside, Especially Where Replications Are Feasible," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 81-98, Summer.
    4. Clare Leaver & Owen Ozier & Pieter Serneels & Andrew Zeitlin, 2021. "Recruitment, Effort, and Retention Effects of Performance Contracts for Civil Servants: Experimental Evidence from Rwandan Primary Schools," American Economic Review, American Economic Association, vol. 111(7), pages 2213-2246, July.
    5. Abhijit Banerjee & Sylvain Chassang & Erik Snowberg, 2016. "Decision Theoretic Approaches to Experiment Design and External Validity," NBER Working Papers 22167, National Bureau of Economic Research, Inc.
    6. Clemens, Jeffrey & Strain, Michael R., 2021. "The Heterogeneous Effects of Large and Small Minimum Wage Changes: Evidence over the Short and Medium Run Using a Pre-analysis Plan," IZA Discussion Papers 14747, Institute of Labor Economics (IZA).
    7. Annette N. Brown & Drew B. Cameron & Benjamin D. K. Wood, 2014. "Quality evidence for policymaking: I'll believe it when I see the replication," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 6(3), pages 215-235, September.
    8. Bogdanoski, Aleksandar & Ofosu, George & Posner, Daniel N, 2019. "Pre-analysis Plans: A Stocktaking," MetaArXiv e4pum, Center for Open Science.
    9. David L. Weimer, 2015. "The Thin Reed: Accommodating Weak Evidence for Critical Parameters in Cost‐Benefit Analysis," Risk Analysis, John Wiley & Sons, vol. 35(6), pages 1101-1113, June.
    10. Sarah A. Janzen & Jeffrey D. Michler, 2021. "Ulysses' pact or Ulysses' raft: Using pre‐analysis plans in experimental and nonexperimental research," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 43(4), pages 1286-1304, December.
    11. Michał Krawczyk, 2015. "The Search for Significance: A Few Peculiarities in the Distribution of P Values in Experimental Psychology Literature," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-19, June.
    12. Burlig, Fiona, 2018. "Improving transparency in observational social science research: A pre-analysis plan approach," Economics Letters, Elsevier, vol. 168(C), pages 56-60.
    13. Rink, Anselm & Wong-Grünwald, Ramona, 2017. "How effective are HIV behaviour change interventions? Experimental evidence from Zimbabwe," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 9(3), pages 361-388.
    14. Mogues, Tewodaj & Van Campenhout, Bjorn & Miehe, Caroline & Kabunga, Nassul, 2023. "The impact of community-based monitoring on public service delivery: A randomized control trial in Uganda," World Development, Elsevier, vol. 172(C).
    15. Forsell, Eskil & Viganola, Domenico & Pfeiffer, Thomas & Almenberg, Johan & Wilson, Brad & Chen, Yiling & Nosek, Brian A. & Johannesson, Magnus & Dreber, Anna, 2019. "Predicting replication outcomes in the Many Labs 2 study," Journal of Economic Psychology, Elsevier, vol. 75(PA).
    16. Abhijit Banerjee & Sylvain Chassang & Sergio Montero & Erik Snowberg, 2017. "A Theory of Experimenters," CESifo Working Paper Series 6678, CESifo.
    17. Marcel Fafchamps & Julien Labonne, 2017. "Do Politicians’ Relatives Get Better Jobs? Evidence from Municipal Elections," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 33(2), pages 268-300.
    18. Humphreys, Macartan & de la Sierra, Raúl Sánchez & der Windt, Peter Van, 2019. "Exporting democratic practices: Evidence from a village governance intervention in Eastern Congo," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 140, pages 279-301.
    19. Humphreys, Macartan & Sánchez de la Sierra, Raúl & Van der Windt, Peter, 2019. "Exporting democratic practices: Evidence from a village governance intervention in Eastern Congo," Journal of Development Economics, Elsevier, vol. 140(C), pages 279-301.
    20. Anselm Rink & Ramona Wong-Grünwald, 2017. "How effective are HIV behaviour change interventions? Experimental evidence from Zimbabwe," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 9(3), pages 361-388, July.
    21. Dunning, Thad & Grossman, Guy & Humphreys, Macartan & Hyde, Susan D. & McIntosh, Craig & Nellis, Gareth & Adida, Claire L. & Arias, Eric & Bicalho, Clara & Boas, Taylor C. & Buntaine, Mark T. & Chauch, 2019. "Voter information campaigns and political accountability: Cumulative findings from a preregistered meta-analysis of coordinated trials," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 5(7), pages 1-10.
    22. Benjamin A. T. Graham & Jacob R. Tucker, 2019. "The international political economy data resource," The Review of International Organizations, Springer, vol. 14(1), pages 149-161, March.

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