Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

The Power of Bias in Economics Research

Bibliographic Data

ID9720765
AuthorsJohn P A Ioannidis (0000-0003-3118-6859, Stanford University), T D Stanley (0000-0002-3205-1983, Hendrix College), Hristos Doucouliagos (0000-0001-5269-3556, Deakin University)
Year2017
Volume127
Issue605
PagesF236-F265
Publication date2017-10-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueThe Economic Journal (JOURNAL)
Journal identifiersISSN: 0013-0133 • E-ISSN: 1468-0297
PublisherOxford University Press (OUP) (PUBLISHER)
DOI10.1111/ecoj.12461
OpenAlexW2765949027
LanguageEN
Citations received100
References cited53

We investigate two critical dimensions of the credibility of empirical economics research: statistical power and bias. We survey 159 empirical economics literatures that draw upon 64,076 estimates of economic parameters reported in more than 6,700 empirical studies. Half of the research areas have nearly 90% of their results under‐powered. The median statistical power is 18%, or less. A simple weighted average of those reported results that are adequately powered (power ≥ 80%) reveals that nearly 80% of the reported effects in these empirical economics literatures are exaggerated; typically, by a factor of two and with one‐third inflated by a factor of four or more

Credibility · Econometrics · Economics · Empirical research · Physics · Political science · Positive economics · Power (physics · Statistical power · Statistics · Thermodynamics · Decision-Making and Behavioral Economics · Experimental Behavioral Economics Studies · Forecasting Techniques and Applications · Law · Mathematics

  • Can community policing improve police-community relations in a low-income country setting?

    Open Access•Robert A Blair, Robert Blair et al.•World Development•2026

  • What meta-analyses reveal about the replicability of psychological research

    T D Stanley, Evan C Carter et al.•Psychological Bulletin•2018

  • The Production of Knowledge

    Open Access•Colin Elman, John Gerring et al.•Production of Knowledge•2020

  • Internal Conflicts and Shocks. A Narrative Meta-Analysis

    Open Access•Camille Laville, Pierre Mandon•2023

  • Aid, China, and Growth

    Axel Dreher, Andreas Fuchs et al.•American Economic Journal…•2021

  • Transparency, Reproducibility, and the Credibility of Economics Research

    Open Access•Garret Christensen, Edward Miguel•Journal of Economic Literature•2018

  • Correcting for Bias in Psychology

    Open Access•Evan C Carter, Felix Schönbrodt et al.•Advances in Methods and Practices…•2019

  • Exploratory Research

    Open Access•Richard Swedberg•Production of Knowledge•2020

  • Early Childhood Education and Care and mother’s labor supply

    Open Access•Pablo Brugarolas•Review of Economics of the…•2026

  • The lead-crime hypothesis

    Open Access•Anthony Higney, Nick Hanley et al.•Regional Science and Urban…•2022

  • The impact of large-scale agricultural investments on welfare of local communities

    Open Access•Lingerh Sewnet Akalu, Huashu Wang et al.•Humanities and Social Sciences…•2025

  • Does paid parental leave affect children's schooling outcomes? Replicating Danzer and Lavy (2018)

    Open Access•Claudia Troccoli•Journal of Applied Econometrics•2024

  • How often do dictators have positive economic effects? Global evidence, 1858–2010

    Open Access•Stephanie M Rizio, Ahmed Skali•The Leadership Quarterly•2020

  • On the contribution of experiments to an ontology of economics

    Angela Ambrosino, Matteo Migheli•European Journal of the History…•2025

  • Dude, Where’s My Treatment Effect? Errors in Administrative Data Linking and the Destruction of Statistical Power in Randomized Experiments

    Open Access•Sarah Tahamont, Zubin Jelveh et al.•Journal of Quantitative Criminology•2021

  • Does economic globalisation promote economic growth? A meta‐analysis

    Open Access•Philipp Heimberger•World Economy•2022

  • The effect of health on economic growth

    Open Access•Masagus M Ridhwan, Peter Nijkamp et al.•Empirical Economics•2022

  • Institutions and FDI from BRICS countries

    Open Access•Azreen Anwar, Ichiro Iwasaki•Empirical Economics•2022

  • Quest for the general effect size of finance on growth

    Open Access•Ichiro Iwasaki, Evžen Kočenda•Empirical Economics•2024

  • A meta-analysis on the effect of technology on the achievement of less advantaged students

    Open Access•Giorgio Di Pietro, Jonatan Castaño‐Muñoz•Computers & Education•2025

  • Work Hard or Play Hard? Degree Class, Student Leadership and Employment Opportunities

    Open Access•Stijn Baert, Dieter Verhaest•Oxford Bulletin of Economics and…•2021

  • Does the Left Spend More? An Econometric Survey of Partisan Politics

    Open Access•Georgios Magkonis, Kalliopi‐Maria Zekente et al.•Oxford Bulletin of Economics and…•2021

  • Regulating Markets with Advice

    Open Access•Felix C H Gottschalk•Oxford Bulletin of Economics and…•2021

  • Student internships and employment opportunities after graduation

    Open Access•Stijn Baert, By Stijn Baert et al.•Economics of Education Review•2021

  • Student Employment and Education

    Open Access•Katerina Kroupova, Tomáš Havránek et al.•Economics of Education Review•2024

  • The hierarchy in economics and its implications

    Open Access•Jack Wright•Economics and Philosophy•2024

  • Biases in fiscal multiplier estimates

    Open Access•Zareh Asatryan, Annika Havlik et al.•European Journal of Political…•2020

  • Bias and careers

    Open Access•Hristos Doucouliagos, Thomas Hinz et al.•European Journal of Political…•2022

  • Income, growth, and democracy looking for the main causal directions in the nexus

    Open Access•Martin Paldam•European Journal of Political…•2024

  • Opportunistic privatization

    Open Access•Vladan Ivanović, Luca J Uberti et al.•European Journal of Political…•2023

  • Does democracy cause growth? A meta-analysis (of 2000 regressions)

    Open Access•Marco Colagrossi, Domenico Rossignoli et al.•European Journal of Political…•2020

  • Rewarding good political behavior

    Open Access•Zohid Askarov, Hristos Doucouliagos et al.•European Journal of Political…•2022

  • Toward collaborative cost-inclusive evaluation

    Open Access•Brian T Yates•Evaluation and Program Planning•2021

  • Patterns of dissertation dissemination

    Open Access•Anastasiya-Mariya Asanov, Igor Asanov et al.•Scientometrics•2024

  • Reproducibility issues with correlating Beall-listed publications and research awards at a small Canadian business school

    Open Access•Panagiotis Tsigaris, Jaime A Teixeira Da Silva•Scientometrics•2020

  • Toward a More Powerful Experimental Communication Science

    Open Access•Ye Sun, Lijiang Shen et al.•Communication Research•2025

  • Still in Mortal Peril? Recent Research Suggests a New Agenda for Health Care Reform

    Open Access•Anup Malani•The Journal of Legal Studies•2021

  • Inflated effect sizes and underpowered tests

    Open Access•Guillaume Rochefort-Maranda•Philosophical Studies•2021

  • The Returns to Education

    Open Access•Gregory Clark, Christian Alexander Abildgaard Nielsen•Kyklos•2026

  • Meta‐mining

    Open Access•Martin Paldam•Kyklos•2023

  • Up to No Good? Gender, Social Impact Work, and Employee Promotions

    Open Access•Carl Bode, Michelle Rogan et al.•Administrative Science Quarterly•2022

  • All You Need is Cable TV

    Open Access•Vegard Iversen, Richard Palmer-Jones et al.•The Journal of Development Studies•2018

  • Publication and Attenuation Biases in Measuring Skill Substitution

    Open Access•Tomáš Havránek, Zuzana Iršová et al.•The Review of Economics and…•2024

  • Examining Selection Pressures in the Publication Process through the Lens of Sniff Tests

    Christopher M Snyder, Ran Zhuo•The Review of Economics and…•2026

  • NGOs and the Effectiveness of Interventions

    Faraz Usmani, Maryse Jeuland et al.•The Review of Economics and…•2024

  • New Evidence and Design Considerations for Repeated Measure Experiments in Survey Research

    Open Access•Diana Jordan, Trent Ollerenshaw et al.•American Political Science Review•2026

  • Do Racial Differences Exist in Survey Data Quality

    Open Access•Yejin Ahn, Andrew C Chang•Journal of Economics Race and…•2026

  • MeToo…or not? Do salient shocks affect gender social norms

    Open Access•Manuel E Lago•The Journal of Economic Inequality•2026

  • A Systematic Review on the Evolution of Power Analysis Practices in Psychological Research

    Open Access•Lara Vankelecom, Ole Schacht et al.•Psychologica Belgica•2025

  • How to dampen the surge of non-communicable diseases in Southeast Asia

    Open Access•Manuela Fritz, Hanna Fromell•Health Policy and Planning•2022

  • Tool-Driven Revolutions in Archaeological Science

    Open Access•Sophie C Schmidt, Ben Marwick•Journal of Computer Applications…•2020

  • Randomized controlled trials

    Open Access•John P A Ioannidis•Social Science & Medicine•2018

  • Harnessing citizen investment in community-based energy initiatives

    Open Access•Hangjian Wu, James Carroll et al.•Energy Research & Social Science•2022

  • Promoting Reproducibility and Replicability in Political Science

    Open Access•Abel Brodeur, Kevin M Esterling et al.•Research & Politics•2024

  • The ‘intention to stay’ of the floating migrant population

    Open Access•T Liu, Wen Xiao•Population Space and Place•2022

  • Causal Inference and Impact Evaluation

    Open Access•Denis Fougère, Nicolas Jacquemet•Economie et Statistique /…•2019

  • Preface – Times Have Changed

    Open Access•Daniel Cohen•Economie et Statistique /…•2019

  • Economic Growth and Household Purchasing Power in France

    Open Access•Didier Blanchet, Fabrice Lenseigne•Economie et Statistique /…•2019

  • Income and Wealth Inequality in France

    Open Access•Bertrand Garbinti, Jonathan Goupille-Lebret•Economie et Statistique /…•2019

  • Forty Years of Change in Labour Supply and Demand by Skill Level – Technical Progress, Labour Costs and Social Change

    Open Access•Dominique Goux, Éric Maurin•Economie et Statistique /…•2019

  • Fifty Years of Abstracts in the Journal Economie et Statistique

    Open Access•Julie Djiriguian, François Sémécurbe•Economie et Statistique /…•2019

  • The Emergence and Consolidation of Microsimulation Methods in France

    Open Access•François Legendre•Economie et Statistique /…•2019

  • What Value Do We Attach to Climate Action

    Open Access•Alain Quinet•Economie et Statistique /…•2019

  • Labour Share Developments in OECD Countries Over the Past Two Decades

    Open Access•Mathilde Pak, Pierre‐Alain Pionnier et al.•Economie et Statistique /…•2019

  • What do we know about the impact of microfinance? The problems of statistical power and precision

    Open Access•Mahesh Dahal, Nathan Fiala•World Development•2019

  • Revisiting the Income Inequality-Crime Puzzle

    Open Access•Matteo Pazzona•World Development•2024

  • A meta-analysis of the effects of remittances on household education expenditure

    Open Access•Zohid Askarov, Hristos Doucouliagos•World Development•2020

  • Remittances and economic growth

    Open Access•Alina Cazachevici, Tomáš Havránek et al.•World Development•2020

  • Has Chinese aid benefited recipient countries? Evidence from a meta-regression analysis

    Open Access•Pierre Mandon, Martha Tesfaye Woldemichael•World Development•2023

  • Direct vs indirect management training

    Open Access•Mauricio Romero, Juan Bedoya et al.•Journal of Development Economics•2021

  • Timing matters

    Open Access•Nathan Fiala, Julian Rose et al.•Journal of Development Economics•2025

  • Do index insurance programs live up to their promises? Aggregating evidence from multiple experiments

    Open Access•Pauline Castaing, Jules Gazeaud•Journal of Development Economics•2025

  • How do policymakers update their beliefs

    Open Access•Eva Vivalt, Aidan Coville•Journal of Development Economics•2023

  • Trials and tribulations

    Open Access•Timothy Powell-Jackson, Calum Davey et al.•Health Policy and Planning•2018

  • A meta-analysis of lost-letter field experiments

    Open Access•Igor Asanov, Helena Schirmacher et al.•Journal of Economic Psychology•2024

  • Preregistration and reproducibility

    Open Access•Eirik Strømland•Journal of Economic Psychology•2019

  • Sex differences in trust and trustworthiness

    Open Access•Olmo R Van Den Akker, M A L M Van Assen et al.•Journal of Economic Psychology•2020

  • Behavioral symmetry, rent seeking, and the Republic of Science

    Open Access•Diana W Thomas, Michael D Thomas•Public Choice•2020

  • How to trust a scientist

    Open Access•Jeroen De Ridder•Studies in History and Philosophy…•2022

  • Internal conflicts and shocks

    Open Access•Camille Laville, Pierre Mandon•Journal of Peace Research•2024

  • P -Hacking, Data type and Data-Sharing Policy

    Open Access•Abel Brodeur, Nikolai Cook et al.•The Economic Journal•2024

  • Why science’s crisis should not become a political battling ground

    Open Access•Andrea Saltelli•Futures•2018

  • The Black–white lifetime earnings gap

    Open Access•Ezra Karger, Anthony Wray•Explorations in Economic History•2024

  • The Research Reproducibility Crisis and Economics of Science

    Open Access•Zacharias Maniadis, Fabio Tufano•The Economic Journal•2017

  • Persuasion Bias in Science

    Open Access•Alfredo Di Tillio, Marco Ottaviani et al.•The Economic Journal•2017

  • To Replicate or Not to Replicate? Exploring Reproducibility in Economics through the Lens of a Model and a Pilot Study

    Open Access•Zacharias Maniadis, Fabio Tufano et al.•The Economic Journal•2017

  • P -hacking and Significance Stars

    Open Access•Costanza Naguib•The Economic Journal•2025

  • What can mathematical modelling contribute to a sociology of quantification

    Open Access•Andrea Saltelli, Arnald Puy•Humanities and Social Sciences…•2023

  • Terrorism and early childhood health outcomes

    Open Access•Daniel Grossman, Umair Khalil et al.•Social Science & Medicine•2019

  • Transparency and quality assessment of research data in post-Soviet area studies

    Open Access•Andreas Heinrich, Felix Herrmann et al.•Journal of Eurasian Studies•2019

  • Achieving Statistical Significance with Control Variables and Without Transparency

    Open Access•Gabriel S Lenz, Alexander Sahn•Political Analysis•2021

  • Making a promise increases the moral cost of lying

    Open Access•Mathias Ekström, Kjetil Bjorvatn et al.•Journal of Economic Behavior &…•2025

  • Quantitative Political Science Research Is Greatly Underpowered

    Vincent Arel-Bundock, Ryan C Briggs et al.•The Journal of Politics•2025

  • Does schooling promote democracy? A meta-analysis

    Open Access•Anar Ahmadov, Floris Holstege•Democratization•2023

  • Presidential Unilateral Power

    Open Access•Kenneth Lowande, Jon C Rogowski•Annual Review of Political Science•2021

  • The impact of healthcare spending on health outcomes

    Open Access•Craig A Gallet, Hristos Doucouliagos•Social Science & Medicine•2017

  • Meta-analysis, military expenditures and growth

    Open Access•Filiz Yesilyurt, M Ensar Yesilyurt•Journal of Peace Research•2019

  • What Can We Learn about the Effects of Democracy Using Cross-National Data

    Open Access•Jonathan Stavnskær Doucette•American Political Science Review•2025

  • The path of economics research production

    Open Access•João R Faria, Jo Ão Ricardo Faria et al.•American Journal of Economics and…•2024

  • The Wages of Mothers' Labor

    Open Access•Megan De Linde Leonard, T D Stanley•Journal of Marriage and the Family•2020

  • Statistical Power Analysis for the Behavioral Sciences

    Jacob Cohen•Statistical Power Analysis for…•2013

  • Methods of Meta-Analysis

    Frank L Schmidt, J E Hunter•Methods of Meta-Analysis•2015

  • The Rules of the Game Called Psychological Science

    Open Access•Marjan Bakker, Annette van Dijk et al.•Perspectives on Psychological…•2012

  • Meta‐Regression Methods for Detecting and Estimating Empirical Effects in the Presence of Publication Selection

    Open Access•T D Stanley•Oxford Bulletin of Economics and…•2008

  • Meta‐analysis of Economics Research Reporting Guidelines

    Open Access•T D Stanley, Hristos Doucouliagos et al.•Journal of Economic Surveys•2013

  • How to Make More Published Research True

    Open Access•John P A Ioannidis, John C Biery et al.•PLoS Medicine•2014

  • Contradicted and Initially Stronger Effects in Highly Cited Clinical Research

    John P A Ioannidis•JAMA•2005

  • The Persistence of Underpowered Studies in Psychological Research

    Scott E Maxwell•Psychological Methods•2004

  • P-curve

    Uri Simonsohn, L D Nelson et al.•Journal of Experimental…•2014

  • Meta-regression approximations to reduce publication selection bias

    Open Access•T D Stanley, Hristos Doucouliagos•Research Synthesis Methods•2014

  • Raise standards for preclinical cancer research

    Open Access•C Glenn Begley, Lee M Ellis•Nature•2012

  • Six Randomized Evaluations of Microcredit

    Abhijit Banerjee, Dean Karlan et al.•American Economic Journal Applied…•2015

  • Why Science Is Not Necessarily Self-Correcting

    Open Access•John P A Ioannidis•Perspectives on Psychological…•2012

  • Price and Income Elasticities of Residential Water Demand

    J M Dalhuisen, R J G M Florax et al.•Land Economics•2003

  • Meta‐regression Analysis

    Open Access•T D Stanley, Stephen B Jarrell•Journal of Economic Surveys•1989

  • Power failure

    Open Access•Katherine S Button, John P A Ioannidis et al.•Nature Reviews Neuroscience•2013

  • Beyond Publication Bias

    Open Access•T D Stanley•Journal of Economic Surveys•2005

  • Publication Selection Bias in Minimum‐Wage Research? A Meta‐Regression Analysis

    Open Access•Hristos Doucouliagos, T D Stanley•British Journal of Industrial…•2009

  • Promoting an open research culture

    Open Access•Brian A Nosek, George Alter et al.•Science•2015

  • Bias in meta-analysis detected by a simple, graphical test

    Open Access•Matthias Egger, Gregory D Smith et al.•BMJ•1997

  • Statistical Power Analysis

    Open Access•Jacob Cohen•Current Directions in Psychological…•1992

  • Reporting the Fragility of Regression Estimates

    Edward E Leamer, Edward Leamer et al.•The Review of Economics and…•1983

  • Data Mining

    Michael C Lovell•The Review of Economics and…•1983

  • Are all Economic Hypotheses False

    J Bradford De Long, Kevin Lang•Journal of Political Economy•1992

  • To Replicate or Not to Replicate? Exploring Reproducibility in Economics through the Lens of a Model and a Pilot Study

    Open Access•Zacharias Maniadis, Fabio Tufano et al.•The Economic Journal•2017

  • Antifragile

    Open Access•John P A Ioannidis, Nassim Nicholas Taleb et al.•Antifragile•2012

  • The file drawer problem and tolerance for null results

    Robert Rosenthal•Psychological Bulletin•1979

Unique citing works100
Citations per year11,11
Citation span2017 - 2026 (10)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 98

Tools

Open DOISci-Hub
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae