Pre-Analysis Plans Have Limited Upside, Especially Where Replications Are Feasible
Dados Bibliográficos
| ID | 4030375 |
|---|---|
| Autores | Lucas C Coffman (0000-0002-9132-6326, Lucas C. Coffman is Assistant Professor of Economics, Ohio State University, Columbus, Ohio.), Muriel Niederle (0000-0002-4955-2186, Muriel Niederle is Professor of Economics, Stanford University, Stanford, California. Niederle is also a Research Associate, National Bureau of Economic Research, Cambridge, Massachusetts.) |
| Ano | 2015 |
| Volume | 29 |
| Fascículo | 3 |
| Páginas | 81-98 |
| Data de publicação | 2015-08-01 |
| Peer Reviewed | Sim |
| Open Access | Sim |
| Tipo | ARTICLE |
| Periódico | The Journal of Economic Perspectives (JOURNAL) |
| Identificadores do periódico | ISSN: 0895-3309 • E-ISSN: 1944-7965 |
| Editora | American Economic Association (PUBLISHER • US) |
| DOI | 10.1257/jep.29.3.81 |
| OpenAlex | W1835064865 |
| Idioma | EN |
| Citações recebidas | 17 |
| Referências citadas | 16 |
The social sciences-including economics-have long called for transparency in research to counter threats to producing robust and replicable results. In this paper, we discuss the pros and cons of three of the more prominent proposed approaches: pre-analysis plans, hypothesis registries, and replications. They have been primarily discussed for experimental research, both in the field including randomized control trials and the laboratory, so we focus on these areas. A pre-analysis plan is a credibly fixed plan of how a researcher will collect and analyze data, which is submitted before a project begins. Though pre-analysis plans have been lauded in the popular press and across the social sciences, we will argue that enthusiasm for pre-analysis plans should be tempered for several reasons. Hypothesis registries are a database of all projects attempted; the goal of this promising mechanism is to alleviate the "file drawer problem," which is that statistically significant results are more likely to be published, while other results are consigned to the researcher's "file drawer." Finally, we evaluate the efficacy of replications. We argue that even with modest amounts of researcher bias-either replication attempts bent on proving or disproving the published work-or modest amounts of poor replication attempts-designs that are underpowered or orthogonal to the hypothesis-replications correct even the most inaccurate beliefs within three to five replications. We offer practical proposals for how to increase the incentives for researchers to carry out replications
Economics · Enthusiasm · Incentive · Microeconomics · Research design · Social science · Sociology · Statistics · Advanced Causal Inference Techniques · Computer Science · Decision-Making and Behavioral Economics · Economic and Environmental Valuation · Mathematics · Psychology · Social Psychology
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Exploratory Research
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Viewpoint
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Cherry Picking with Synthetic Controls
Debates
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Causal Inference Methods
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Reducing bias, increasing transparency and calibrating confidence with preregistration
Measuring the Prevalence of Questionable Research Practices With Incentives for Truth Telling
Promoting Transparency in Social Science Research
Publication bias in the social sciences
P-curve
Reshaping Institutions
The Oregon Health Insurance Experiment
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False-Positive Psychology
Moving to Opportunity in Boston
Star Wars
The Replication Recipe
Antifragile
Preregistration of Studies and Mock Reports
Fishing, Commitment, and Communication
A Case for Registering Studies of Political Outcomes
| Obras citantes distintas | 17 |
|---|---|
| Citações por ano | 1,89 |
| Intervalo de citações | 2017 - 2025 (9) |
| Velocidade de citação | recent |
| Altamente citado | Não |
| Tipos de citação | Neutras: 16 |