Selection Neglect and Political Beliefs
Open accessAbstract
Individuals, like researchers, often have to form beliefs about the political world from non-representative samples; e.g., their friends, what they see on TV, or content on social media. Substantial evidence indicates that many struggle to account for this selection problem, and generally form beliefs as if what they observe is representative. In this review, we provide a formal typology of how this phenomenon of selection neglect affects political beliefs. Homophily leads individuals to believe others’ traits and beliefs are closer to their own. The squeaky wheel effect biases beliefs towards more visible or vocal groups. And the man bites dog effect leads to excessive belief in extreme or unusual events. Selection neglect is a unifying way to understand disparate literatures on perceptions of the economy and demographics, beliefs about others beliefs, partisan media, and social media. Much empirical work is consistent with biased beliefs driven by selection neglect, but rarely directly tests this mechanism outside of lab settings. We discuss how future research can provide more direct evidence.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Fully adjusting for biases is a challenge even for extremely well-informed and sophisticated thinkers.
“Unfortunately, fully adjusting for biases is a challenge even for extremely well-informed and sophisticated thinkers.”
From Measuring Democratic Backsliding (2024) · cites this paper as Brundage, Little, and You 2022
Section 4, “Experimental Work on the Mechanism” (page unavailable), says people often fail to adjust for biased samples and that making the bias more obvious reduces but does not eliminate the error. The paper also mentions errors by people with statistical expertise, but does not establish that extremely well-informed and sophisticated thinkers struggle to fully adjust for the selection biases at issue. (LLM, conf=0.82)
Experimental — accuracy not yet measuredThere is strong evidence across a variety of topics and subject pools that people make substantial errors when faced with selection problems in the samples that they observe.
“There is strong evidence across a variety of topics and subject pools that people make substantial errors when faced with selection problems in the samples that they observe (see Enke 2020 for a prominent recent example and Brundage, Little, and You 2022 for a review).”
From Measuring Democratic Backsliding (2024) · cites this paper as Brundage, Little, and You 2022
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Tversky, A., & Kahneman, D. (1974) · Science · doi:10.1126/science.185.4157.1124 · Cited by 28,810 · see citing works
(2011) · Cited by 14,317 · see citing works
Estimating causal effects of treatments in randomized and nonrandomized studies
Rubin, D. B. (1974) · Journal of Educational Psychology · doi:10.1037/h0037350 · Cited by 9,436 · see citing works
The case for motivated reasoning.
Kunda, Z. (1990) · Psychological Bulletin · doi:10.1037/0033-2909.108.3.480 · Cited by 9,022 · see citing works
The Nature and Origins of Mass Opinion
Zaller, J. R. (1992) · doi:10.1017/cbo9780511818691 · Cited by 7,785 · see citing works
Subjective probability: A judgment of representativeness
Kahneman, D. J., & Tversky, A. (1972) · Cognitive Psychology · doi:10.1016/0010-0285(72)90016-3 · Cited by 4,880 · see citing works
Statistical Analysis With Missing Data
Ghosh, S., Little, R. J. A., & Rubin, D. B. (1988) · Technometrics · doi:10.2307/1269814 · Cited by 4,730 · see citing works
Race Prejudice as a Sense of Group Position
Blumer, H. (1958) · The Pacific Sociological Review · doi:10.2307/1388607 · Cited by 3,487 · see citing works
Belief in the law of small numbers.
Tversky, A., & Kahneman, D. (1971) · Psychological Bulletin · doi:10.1037/h0031322 · Cited by 3,246 · see citing works
Exposure to ideologically diverse news and opinion on Facebook
Bakshy, E., Messing, S., & Adamic, L. A. (2015) · Science · doi:10.1126/science.aaa1160 · Cited by 3,245 · see citing works
Perception and Misperception in International Politics
Jervis, R. (2017) · doi:10.1515/9781400885114 · Cited by 3,199 · see citing works
When Corrections Fail: The Persistence of Political Misperceptions
Nyhan, B., & Reifler, J. (2010) · Political Behavior · doi:10.1007/s11109-010-9112-2 · Cited by 3,173 · see citing works
Rabin, M. (1997) · RePEc: Research Papers in Economics · Cited by 2,459 · see citing works
Rosenbaum, P. R. (2002) · Springer series in statistics · doi:10.1007/978-1-4757-3692-2 · Cited by 2,414 · see citing works
Constituency Influence in Congress
Miller, W. E., & Stokes, D. (1963) · American Political Science Review · doi:10.2307/1952717 · Cited by 2,333 · see citing works
The Fox News Effect: Media Bias and Voting
DellaVigna, S., & Kaplan, E. (2007) · The Quarterly Journal of Economics · doi:10.1162/qjec.122.3.1187 · Cited by 1,602 · see citing works
Perception and Misperception in International Politics
Jervis, R. L. (2017) · Princeton University Press eBooks · doi:10.2307/j.ctvc77bx3 · Cited by 1,542 · see citing works
Self-Confidence and Personal Motivation
Bénabou, R., & Jean Tirole, Z. (2002) · The Quarterly Journal of Economics · doi:10.1162/003355302760193913 · Cited by 1,510 · see citing works
Emotion shapes the diffusion of moralized content in social networks
Brady, W. J., Wills, J. A., Jost, J. T., Tucker, J. A., & Van Bavel, J. J. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1618923114 · Cited by 1,396 · see citing works
Prejudice Reduction: What Works? A Review and Assessment of Research and Practice
Paluck, E. L., & Green, D. P. (2009) · Annual Review of Psychology · doi:10.1146/annurev.psych.60.110707.163607 · Cited by 1,376 · see citing works
Feeling validated versus being correct: A meta-analysis of selective exposure to information
Hart, W., Albarracín, D., Eagly, A. H., Brechan, I., Lindberg, M. J., & Merrill, L. (2009) · Psychological Bulletin · doi:10.1037/a0015701 · Cited by 1,292 · see citing works
Availability: A heuristic for judging frequency and probability
Tversky, A., & Kahneman, D. J. (1982) · Cambridge University Press eBooks · doi:10.1017/cbo9780511809477.012 · Cited by 1,267 · see citing works
Misinformation and the Currency of Democratic Citizenship
Kuklinski, J. H., Quirk, P. J., Jerit, J., Schwieder, D., & Rich, R. F. (2000) · The Journal of Politics · doi:10.1111/0022-3816.00033 · Cited by 1,167 · see citing works
Shifting attention to accuracy can reduce misinformation online
Pennycook, G., Epstein, Z., Mosleh, M., Arechar, A. A., Eckles, D., & Rand, D. G. (2021) · Nature · doi:10.1038/s41586-021-03344-2 · Cited by 1,155 · see citing works
How Elastic Are Preferences for Redistribution? Evidence from Randomized Survey Experiments
Kuziemko, I., Norton, M. I., Saez, E., & Stantcheva, S. (2015) · American Economic Review · doi:10.1257/aer.20130360 · Cited by 1,069 · see citing works
Yes, but what’s the mechanism? (don’t expect an easy answer).
Bullock, J. G., Green, D. P., & Ha, S. E. (2010) · Journal of Personality and Social Psychology · doi:10.1037/a0018933 · Cited by 1,063 · see citing works
Naïve Learning in Social Networks and the Wisdom of Crowds
Golub, B., & Jackson, M. O. (2010) · American Economic Journal Microeconomics · doi:10.1257/mic.2.1.112 · Cited by 1,036 · see citing works
Prime Suspects: The Influence of Local Television News on the Viewing Public
Gilliam, F. D., & Iyengar, S. (2000) · American Journal of Political Science · doi:10.2307/2669264 · Cited by 972 · see citing works
Robustness of the Multidimensional Voting Model: Candidate Motivations, Uncertainty, and Convergence
Calvert, R. L. (1985) · American Journal of Political Science · doi:10.2307/2111212 · Cited by 857 · see citing works
Democracy, accountability, and representation
(2000) · Choice Reviews Online · doi:10.5860/choice.37-6494 · Cited by 831 · see citing works
Southern Politics in State and Nation
Hesseltine, W. B., Key, V. O., & Heard, A. (1950) · The American Historical Review · doi:10.2307/1841217 · Cited by 807 · see citing works
The use of statistical heuristics in everyday inductive reasoning
Nisbett, R., Krantz, D., Jepson, C., & Kunda, Z. (1983) · Psychological Review · doi:10.1037/0033-295x.90.4.339 · Cited by 802 · see citing works
Cruces, G., Truglia, R. N. P., & Tetaz, M. (2012) · Journal of Public Economics · doi:10.1016/j.jpubeco.2012.10.009 · Cited by 746 · see citing works
Dirty politics: deception, distraction, and democracy
(1993) · Choice Reviews Online · doi:10.5860/choice.30-2952 · Cited by 681 · see citing works
Media and Political Persuasion: Evidence from Russia
Enikolopov, R., Petrova, M., & Zhuravskaya, E. (2011) · American Economic Review · doi:10.1257/aer.101.7.3253 · Cited by 680 · see citing works
Bias in Cable News: Persuasion and Polarization
Martin, G. J., & Yurukoglu, A. (2017) · American Economic Review · doi:10.1257/aer.20160812 · Cited by 666 · see citing works
The black image in the white mind: media and race in America
(2001) · Choice Reviews Online · doi:10.5860/choice.38-3150 · Cited by 650 · see citing works
Dixon, T. L., & Linz, D. G. (2000) · Journal of Communication · doi:10.1111/j.1460-2466.2000.tb02845.x · Cited by 638 · see citing works
Social Media, News Consumption, and Polarization: Evidence from a Field Experiment
Levy, R. (2021) · American Economic Review · doi:10.1257/aer.20191777 · Cited by 624 · see citing works
Misperceived Social Norms: Women Working Outside the Home in Saudi Arabia
Bursztyn, L., González, A. L., & Yanagizawa-Drott, D. (2020) · American Economic Review · doi:10.1257/aer.20180975 · Cited by 596 · see citing works
The Parties in Our Heads: Misperceptions about Party Composition and Their Consequences
Ahler, D. J., & Sood, G. (2018) · The Journal of Politics · doi:10.1086/697253 · Cited by 586 · see citing works
News Droughts, News Floods, and U. S. Disaster Relief
Eisensee, T., & Strömberg, D. (2007) · The Quarterly Journal of Economics · doi:10.1162/qjec.122.2.693 · Cited by 563 · see citing works
Propaganda and Conflict: Evidence from the Rwandan Genocide
Yanagizawa-Drott, D. (2014) · The Quarterly Journal of Economics · doi:10.1093/qje/qju020 · Cited by 555 · see citing works
Blacks in the News: Television, Modern Racism and Cultural Change
Entman, R. M. (1992) · Journalism Quarterly · doi:10.1177/107769909206900209 · Cited by 550 · see citing works
Radio and the Rise of The Nazis in Prewar Germany *
Adena, M., Enikolopov, R., Petrova, M., Santarosa, V., & Zhuravskaya, E. (2015) · The Quarterly Journal of Economics · doi:10.1093/qje/qjv030 · Cited by 546 · see citing works
Bias in Perceptions of Public Opinion among Political Elites
Broockman, D., & Skovron, C. (2018) · American Political Science Review · doi:10.1017/s0003055418000011 · Cited by 505 · see citing works
Gennaioli, N., & Shleifer, A. (2010) · The Quarterly Journal of Economics · doi:10.1162/qjec.2010.125.4.1399 · Cited by 479 · see citing works
Robinson, R. J., Keltner, D., Ward, A., & Ross, L. (1995) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.68.3.404 · Cited by 478 · see citing works
Eyster, E., & Rabin, M. (2005) · Econometrica · doi:10.1111/j.1468-0262.2005.00631.x · Cited by 416 · see citing works
Subjective Probability: A Judgment of Representativeness
Kahneman, D. J., & Tversky, A. (1972) · Springer eBooks · doi:10.1007/978-94-010-2288-0_3 · Cited by 413 · see citing works
Media Bias and Influence: Evidence from Newspaper Endorsements
Chiang, C., & Knight, B. (2011) · The Review of Economic Studies · doi:10.1093/restud/rdq037 · Cited by 410 · see citing works
Mellon, J., & Prosser, C. (2017) · Research & Politics · doi:10.1177/2053168017720008 · Cited by 396 · see citing works
From Extreme to Mainstream: The Erosion of Social Norms
Bursztyn, L., Egorov, G., & Fiorin, S. (2020) · American Economic Review · doi:10.1257/aer.20171175 · Cited by 396 · see citing works
The Fox News Effect: Media Bias and Voting
DellaVigna, S., & Kaplan, E. D. (2006) · National Bureau of Economic Research · doi:10.3386/w12169 · Cited by 396 · see citing works
Kuran, T. (1998) · Harvard University Press eBooks · doi:10.2307/j.ctvt1sgqt · Cited by 395 · see citing works
Understanding the Political Representativeness of Twitter Users
Barberá, P., & Rivero, G. (2014) · Social Science Computer Review · doi:10.1177/0894439314558836 · Cited by 379 · see citing works
Alba, R., Rumbaut, R. G., & Marotz, K. G. (2005) · Social Forces · doi:10.1353/sof.2006.0002 · Cited by 367 · see citing works
(Mis)perceptions of Partisan Polarization in the American Public
Levendusky, M. S., & Malhotra, N. (2016) · Public Opinion Quarterly · doi:10.1093/poq/nfv045 · Cited by 356 · see citing works
3 The Winner’s Curse and Public Information in Common Value Auctions
Kagel, J. H., & Levin, D. (2009) · Princeton University Press eBooks · doi:10.1515/9781400830138.107 · Cited by 350 · see citing works
Overconfidence in Political Behavior
Ortoleva, P., & Snowberg, E. (2015) · American Economic Review · doi:10.1257/aer.20130921 · Cited by 346 · see citing works
RACIAL COMPOSITION OF NEIGHBORHOOD AND FEAR OF CRIME*
Chiricos, T., HOGAN, M., & Gertz, M. (1997) · Criminology · doi:10.1111/j.1745-9125.1997.tb00872.x · Cited by 324 · see citing works
Rethinking the Comparative Perspective on Class and Representation: Evidence from Latin America
Carnes, N., & Lupu, N. (2014) · American Journal of Political Science · doi:10.1111/ajps.12112 · Cited by 320 · see citing works
Meng, X.-L. (2018) · The Annals of Applied Statistics · doi:10.1214/18-aoas1161sf · Cited by 316 · see citing works
Beliefs about Climate Beliefs: The Importance of Second-Order Opinions for Climate Politics
Mildenberger, M., & Tingley, D. H. (2017) · British Journal of Political Science · doi:10.1017/s0007123417000321 · Cited by 305 · see citing works
Misinformation During a Pandemic
Bursztyn, L., Rao, A., Roth, C., & Yanagizawa-Drott, D. (2020) · National Bureau of Economic Research · doi:10.3386/w27417 · Cited by 300 · see citing works
The Portrayal of Racial Minorities on Prime Time Television
Mastro, D. E., & Greenberg, B. S. (2000) · Journal of Broadcasting & Electronic Media · doi:10.1207/s15506878jobem4404_10 · Cited by 297 · see citing works
Cross-border media and nationalism: Evidence from Serbian radio in CroatiaPreprint
Dellavigna, S., Enikolopov, R., Mironova, V., Petrova, M., & Zhuravskaya, E. (2011) · SSRN Electronic Journal · doi:10.2139/ssrn.1808990 · Cited by 289 · see citing works
Legislative Staff and Representation in Congress
Hertel‐Fernandez, A., Mildenberger, M., & Stokes, L. C. (2018) · American Political Science Review · doi:10.1017/s0003055418000606 · Cited by 286 · see citing works
Why the backfire effect does not explain the durability of political misperceptions
Nyhan, B. J. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1912440117 · Cited by 281 · see citing works
Exaggerated meta-perceptions predict intergroup hostility between American political partisans
Moore-Berg, S. L., Ankori-Karlinsky, L.-O., Hameiri, B., & Bruneau, E. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2001263117 · Cited by 281 · see citing works
Cross-Border Media and Nationalism: Evidence from Serbian Radio in Croatia
DellaVigna, S., Сергеевич, Е. Р., Mironova, V., Petrova, M., & Zhuravskaya, E. V. (2014) · American Economic Journal Applied Economics · doi:10.1257/app.6.3.103 · Cited by 273 · see citing works
Inaccurate group meta-perceptions drive negative out-group attributions in competitive contexts
Lees, J., & Cikara, M. (2019) · Nature Human Behaviour · doi:10.1038/s41562-019-0766-4 · Cited by 259 · see citing works
Availability: A heuristic for judging frequency and probability
Tversky, A., & Kahnema, D. (1971) · PsycEXTRA Dataset · doi:10.1037/e301722005-001 · Cited by 254 · see citing works
The Impact of Media Censorship: 1984 or Brave New World?
Chen, Y., & Yang, D. Y. (2019) · American Economic Review · doi:10.1257/aer.20171765 · Cited by 250 · see citing works
Unrepresentative big surveys significantly overestimated US vaccine uptake
Bradley, V. C., Kuriwaki, S., Isakov, M., Sejdinovic, D., Meng, X.-L., & Flaxman, S. (2021) · Nature · doi:10.1038/s41586-021-04198-4 · Cited by 248 · see citing works
Electoral Effects of Biased Media: Russian Television in Ukraine
Peisakhin, L. V., & Rozenas, A. (2017) · American Journal of Political Science · doi:10.1111/ajps.12355 · Cited by 231 · see citing works
The roles of information deficits and identity threat in the prevalence of misperceptions
Nyhan, B. J., & Reifler, J. (2018) · Journal of Elections Public Opinion and Parties · doi:10.1080/17457289.2018.1465061 · Cited by 230 · see citing works
Newman, B. J., Johnston, C. D., & Lown, P. L. (2014) · American Journal of Political Science · doi:10.1111/ajps.12153 · Cited by 229 · see citing works
The Space between Us: Social Geography and Politics
Enos, R. D. (2017) · Cited by 224 · see citing works
Building a More Mobile America—One Income Quintile at a Time
Davidai, S., & Gilovich, T. (2015) · Perspectives on Psychological Science · doi:10.1177/1745691614562005 · Cited by 220 · see citing works
The intersection of race and crime in television news stories: An experimental study
Peffley, M., Shields, T., & Williams, B. A. (1996) · Political Communication · doi:10.1080/10584609.1996.9963120 · Cited by 216 · see citing works
Opium for the Masses: How Foreign Media Can Stabilize Authoritarian Regimes
Kern, H., & Hainmueller, J. (2009) · Political Analysis · doi:10.1093/pan/mpp017 · Cited by 216 · see citing works
Berk-Nash Equilibrium: A Framework for Modeling Agents With Misspecified Models
Esponda, I., & Pouzo, D. (2016) · Econometrica · doi:10.3982/ecta12609 · Cited by 207 · see citing works
Effects of Atypical Exemplars on Racial Beliefs: Enlightened Racism or Generalized Appraisals
Bodenhausen, G. V., Schwarz, N., Bless, H., & Wänke, M. (1995) · Journal of Experimental Social Psychology · doi:10.1006/jesp.1995.1003 · Cited by 206 · see citing works
Naïve Herding in Rich-Information Settings
Eyster, E., & Rabin, M. (2010) · American Economic Journal Microeconomics · doi:10.1257/mic.2.4.221 · Cited by 205 · see citing works
Exposure to Muslims in Media and Support for Public Policies Harming Muslims
Saleem, M., Prot, S., Anderson, C. A., & Lemieux, A. F. (2015) · Communication Research · doi:10.1177/0093650215619214 · Cited by 203 · see citing works
Ramasubramanian, S. (2011) · Communication Research · doi:10.1177/0093650210384854 · Cited by 202 · see citing works
Cruces, G., Truglia, R. N. P., & Tetaz, M. (2011) · SSRN Electronic Journal · doi:10.2139/ssrn.1817906 · Cited by 200 · see citing works
The Effects of Income Transparency on Well-Being: Evidence from a Natural Experiment
Truglia, R. N. P. (2020) · American Economic Review · doi:10.1257/aer.20160256 · Cited by 200 · see citing works
Oliver, M. B. (2003) · Journal of African American Studies · doi:10.1007/s12111-003-1006-5 · Cited by 191 · see citing works
Power, J., Murphy, S. T., & Coover, G. (1996) · Human Communication Research · doi:10.1111/j.1468-2958.1996.tb00386.x · Cited by 190 · see citing works
Status Inconsistency, Social Mobility, Status Integration and Structural Effects
Blalock, H. M. (1967) · American Sociological Review · doi:10.2307/2092026 · Cited by 185 · see citing works
Errors in Probabilistic Reasoning and Judgment Biases
Benjamin, D. J. (2018) · National Bureau of Economic Research · doi:10.3386/w25200 · Cited by 171 · see citing works
Behavioral Equilibrium in Economies with Adverse Selection
Esponda, I. (2008) · American Economic Review · doi:10.1257/aer.98.4.1269 · Cited by 170 · see citing works
Effects of Stereotypical Television Portrayals of African-Americans on Person Perception
Ford, T. E. (1997) · Social Psychology Quarterly · doi:10.2307/2787086 · Cited by 166 · see citing works
Growing Up with Television: Cultivation Processes
Gerbner, G., Gross, L., Morgan, M., Signorielli, N., & Shanahan, J. E. (2002) · Routledge eBooks · doi:10.4324/9781410602428-7 · Cited by 160 · see citing works
Nimark, K. P. (2014) · American Economic Review · doi:10.1257/aer.104.8.2320 · Cited by 159 · see citing works
Two Cheers for Bargaining Theory: Assessing Rationalist Explanations of the Iraq War
Lake, D. A. (2010) · International Security · doi:10.1162/isec_a_00029 · Cited by 156 · see citing works
Understanding and Reducing Biases in Elite Beliefs About the Electorate
Pereira, M. M. (2021) · American Political Science Review · doi:10.1017/s000305542100037x · Cited by 156 · see citing works
Misperceptions in Intergroup Conflict: Disagreeing About What We Disagree About
Chambers, J. R., Baron, R. S., & Inman, M. L. (2006) · Psychological Science · doi:10.1111/j.1467-9280.2005.01662.x · Cited by 155 · see citing works
Wong, C. J. (2007) · Public Opinion Quarterly · doi:10.1093/poq/nfm023 · Cited by 154 · see citing works
Belief in a Just World and Redistributive Politics
Bénabou, R., & Jean Tirole, Z. (2005) · National Bureau of Economic Research · doi:10.3386/w11208 · Cited by 152 · see citing works
The Portrayal of Race and Crime on Television Network News
Dixon, T. L., Azocar, C., & Casas, M. C. (2003) · Journal of Broadcasting & Electronic Media · doi:10.1207/s15506878jobem4704_2 · Cited by 150 · see citing works
Correlation Neglect, Voting Behavior, and Information Aggregation
Levy, G., & Razin, R. (2015) · American Economic Review · doi:10.1257/aer.20140134 · Cited by 147 · see citing works
Belief in a Just World and Redistributive PoliticsPreprint
Bénabou, R., & Jean Tirole, Z. (2005) · SSRN Electronic Journal · doi:10.2139/ssrn.671047 · Cited by 147 · see citing works
Correcting inaccurate metaperceptions reduces Americans’ support for partisan violence
Mernyk, J. S., Pink, S. L., Druckman, J. N., & Willer, R. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2116851119 · Cited by 146 · see citing works
Why Do I Hate Thee? Conflict Misperceptions and Intergroup Mistrust
Chambers, J. R., & Melnyk, D. (2006) · Personality and Social Psychology Bulletin · doi:10.1177/0146167206289979 · Cited by 144 · see citing works
Carey, J. M., Chi, V., Flynn, D. J., Nyhan, B. J., & Zeitzoff, T. (2020) · Science Advances · doi:10.1126/sciadv.aaw7449 · Cited by 143 · see citing works
Diefenbach, D. L., & West, M. D. (2007) · Journal of Community Psychology · doi:10.1002/jcop.20142 · Cited by 140 · see citing works
Bringing the Person Back In: Boundaries, Perceptions, and the Measurement of Racial Context
Wong, C. J., Bowers, J., Williams, T., & Simmons, K. D. (2012) · The Journal of Politics · doi:10.1017/s0022381612000552 · Cited by 137 · see citing works
Misinformation During a PandemicPreprint
Bursztyn, L., Rao, A., Roth, C., & Yanagizawa-Drott, D. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3580487 · Cited by 132 · see citing works
Frenemies: How Social Media Polarizes America
Munger, K. (2019) · Public Opinion Quarterly · doi:10.1093/poq/nfz037 · Cited by 129 · see citing works
The general fault in our fault lines
Ruggeri, K., Većkalov, B., Bojanić, L., Andersen, T. L., Ashcroft-Jones, S., Ayacaxli, N., Barea-Arroyo, P., Berge, M. L., Bjørndal, L. D., Bursalıoğlu, A., et al. (2021) · Nature Human Behaviour · doi:10.1038/s41562-021-01092-x · Cited by 128 · see citing works
Living With Inequality: Neighborhood Income Diversity and Perceptions of the Income Gap
Minkoff, S. L., & Lyons, J. (2017) · American Politics Research · doi:10.1177/1532673x17733799 · Cited by 121 · see citing works
What do Germans think and know about income inequality? A survey experiment
Engelhardt, C., & Wagener, A. (2017) · Socio-Economic Review · doi:10.1093/ser/mwx036 · Cited by 115 · see citing works
Explaining Preferences from Behavior: A Cognitive Dissonance Approach
Acharya, A., Blackwell, M., & Sen, M. (2018) · Journal of Politics · doi:10.1086/694541 · Cited by 112 · see citing works
The Entertaining Way to Behavioral Change: Fighting HIV with MTV
Banerjee, A., Ferrara, E. L., & Orozco-Olvera, V. (2019) · National Bureau of Economic Research · doi:10.3386/w26096 · Cited by 111 · see citing works
Knell, M., & Stix, H. (2020) · European Journal of Political Economy · doi:10.1016/j.ejpoleco.2020.101927 · Cited by 111 · see citing works
Informational herding with model misspecification
Bohren, J. A. (2016) · Journal of Economic Theory · doi:10.1016/j.jet.2016.01.011 · Cited by 110 · see citing works
Race Prejudice as a Sense of Group Position
Blumer, H. (1998) · Palgrave Macmillan UK eBooks · doi:10.1007/978-1-349-26403-2_3 · Cited by 105 · see citing works
Is No News (Perceived As) Bad News? An Experimental Investigation of Information Disclosure
Jin, G. Z., Luca, M., & Martin, D. (2021) · American Economic Journal Microeconomics · doi:10.1257/mic.20180217 · Cited by 104 · see citing works
Selection Neglect in Mutual Fund Advertisements
Koehler, J. J., & Mercer, M. (2009) · Management Science · doi:10.1287/mnsc.1090.1013 · Cited by 100 · see citing works
Is No News (Perceived as) Bad News? An Experimental Investigation of Information DisclosurePreprint
Jin, G. Z., Luca, M., & Martin, D. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2591450 · Cited by 95 · see citing works
Local exposure to inequality raises support of people of low wealth for taxing the wealthy
Sands, M. L., & de Kadt, D. (2020) · Nature · doi:10.1038/s41586-020-2763-1 · Cited by 85 · see citing works
How to Beat Science and Influence People: Policy Makers and Propaganda in Epistemic Networks
Weatherall, J. O., O’Connor, C., & Bruner, J. (2018) · The British Journal for the Philosophy of Science · doi:10.1093/bjps/axy062 · Cited by 84 · see citing works
Knobloch‐Westerwick, S., Appiah, O., & Alter, S. M. (2008) · Media Psychology · doi:10.1080/15213260802178542 · Cited by 83 · see citing works
Investment Strategy and Selection Bias: An Equilibrium Perspective on Overoptimism
Jéhiel, P. (2018) · American Economic Review · doi:10.1257/aer.20161696 · Cited by 81 · see citing works
Mo, C. H., & Conn, K. (2018) · American Political Science Review · doi:10.1017/s0003055418000412 · Cited by 76 · see citing works
Radio and the Rise of Nazis in Pre-War GermanyPreprint
Adena, M., Сергеевич, Е. Р., Petrova, M., Santarosa, V., & Zhuravskaya, E. V. (2013) · SSRN Electronic Journal · doi:10.2139/ssrn.2242446 · Cited by 76 · see citing works
Entertaining Beliefs in Economic Mobility
Kim, E. (2022) · American Journal of Political Science · doi:10.1111/ajps.12702 · Cited by 75 · see citing works
How Elastic Are Preferences for Redistribution? Evidence from Randomized Survey Experiments
Kuziemko, I., Norton, M. I., Saez, E., & Stantcheva, S. (2013) · National Bureau of Economic Research · doi:10.3386/w18865 · Cited by 74 · see citing works
The Perception Gap: How False Impressions are Pulling Americans Apart
Yudkin, D. A., Hawkins, S., & Dixon, T. (2019) · doi:10.31234/osf.io/r3h5q · Cited by 64 · see citing works
Frenemies: How Social Media Polarizes America
Settle, J. E. (2018) · Cited by 56 · see citing works
The Role of Actors' Race in White Audiences' Selective Exposure to Movies
Weaver, A. J. (2011) · Journal of Communication · doi:10.1111/j.1460-2466.2011.01544.x · Cited by 55 · see citing works
Who sees an hourglass? Assessing citizens’ perception of local economic inequality
Newman, B. J., Shah, S., & Lauterbach, E. (2018) · Research & Politics · doi:10.1177/2053168018793974 · Cited by 55 · see citing works
Groupthink and Terrorist Radicalization
Tsintsadze-Maass, E., & Maass, R. W. (2014) · Terrorism and Political Violence · doi:10.1080/09546553.2013.805094 · Cited by 53 · see citing works
Learning from Shared News: When Abundant Information Leads to Belief Polarization
Bowen, T. R., Dmitriev, D., & Galperti, S. (2023) · The Quarterly Journal of Economics · doi:10.1093/qje/qjac045 · Cited by 52 · see citing works
Sides, J. M., & Citrin, J. (2007) · Cited by 50 · see citing works
High-Status Exemplars and the Misperception of the Asian-White Wealth Gap
Kuo, E. E., Kraus, M. W., & Richeson, J. A. (2019) · Social Psychological and Personality Science · doi:10.1177/1948550619867940 · Cited by 43 · see citing works
Cognitive Heuristics and American Security Policy
Kanwisher, N. (1989) · Journal of Conflict Resolution · doi:10.1177/0022002789033004004 · Cited by 42 · see citing works
Endogenous sample selection: A laboratory study
Esponda, I., & Vespa, E. (2018) · Quantitative Economics · doi:10.3982/qe650 · Cited by 42 · see citing works
The Entertaining Way to Behavioral Change: Fighting HIV with MTV
Banerjee, A., La Ferrara, E., & Orozco-Olvera, V. H. (2019) · doi:10.1596/1813-9450-8998 · Cited by 42 · see citing works
Whose News? Class-Biased Economic Reporting in the United States
Jacobs, A. M., Matthews, J. S., Hicks, T. J., & Merkley, E. (2021) · American Political Science Review · doi:10.1017/s0003055421000137 · Cited by 41 · see citing works
The Effect of Fox News on Health Behavior During COVID-19Preprint
Ash, E., Galletta, S., Hangartner, D., Margalit, Y. M., & Pinna, M. (2020) · doi:10.31235/osf.io/abqe5 · Cited by 41 · see citing works
The Effects of Income Transparency on Well-Being: Evidence from a Natural Experiment
Truglia, R. N. P. (2019) · National Bureau of Economic Research · doi:10.3386/w25622 · Cited by 37 · see citing works
International Investment Disputes, Media Coverage, and Backlash Against International Law
Brutger, R., & Strezhnev, A. (2022) · Journal of Conflict Resolution · doi:10.1177/00220027221081925 · Cited by 36 · see citing works
Mo, C. H. (2017) · Political Behavior · doi:10.1007/s11109-017-9401-0 · Cited by 30 · see citing works
Media Influence on Vote Choices: Unemployment News and Incumbents' Electoral Prospects
Garz, M., & Martin, G. J. (2020) · American Journal of Political Science · doi:10.1111/ajps.12539 · Cited by 30 · see citing works
The limited effects of partisan and consensus messaging in correcting science misperceptions
Chockalingam, V., Wu, V. Y., Berlinski, N., Chandra, Z., Hu, A., Jones, E., Kramer, J., Li, X. S., Monfre, T., Ng, Y. S., et al. (2021) · Research & Politics · doi:10.1177/20531680211014980 · Cited by 30 · see citing works
How to Distinguish Motivated Reasoning from Bayesian Updating
Little, A. T. (2025) · Political Behavior · doi:10.1007/s11109-024-09999-7 · Cited by 29 · see citing works
Self-citationHealy, A., Kosec, K., & Mo, C. H. (2017) · American Political Science Review · doi:10.1017/s000305541700017x · Cited by 25 · see citing works
Tuning In, Not Turning Out: Evaluating the Impact of Ethnic Television on Political Participation
Velez, Y., & Newman, B. J. (2019) · American Journal of Political Science · doi:10.1111/ajps.12427 · Cited by 21 · see citing works
Nationally poor, locally rich: Income and local context in the 2016 presidential election
Ogorzalek, T. K., Piston, S., & Puig, L. G. (2019) · Electoral Studies · doi:10.1016/j.electstud.2019.102068 · Cited by 19 · see citing works
Race Relations on Prime Time Television Reconsidered: Patterns of Continuity and Change
Weigel, R. H., Kim, E. L., & Frost, J. L. (1995) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1995.tb01592.x · Cited by 19 · see citing works
The general fault in our fault linesPreprint
Ruggeri, K., Većkalov, B., Bojanić, L., Andersen, T. L., Ashcroft-Jones, S., Ayacaxli, N., Barea-Arroyo, P., Berge, M. L., Bjørndal, L. D., Bursalıoğlu, A., et al. (2020) · doi:10.31219/osf.io/xvksa · Cited by 18 · see citing works
Everyday Econometricians: Selection Neglect and Overoptimism When Learning from Others
Barron, K., Huck, S., & Jéhiel, P. (2024) · American Economic Journal Microeconomics · doi:10.1257/mic.20200030 · Cited by 17 · see citing works
Campaign Perceptions of Electoral Closeness: Uncertainty, Fear and Over-Confidence
Enos, R. D., & Hersh, E. D. (2015) · British Journal of Political Science · doi:10.1017/s0007123415000435 · Cited by 16 · see citing works
Everyday econometricians: Selection neglect and overoptimism when learning from others
Barron, K., Huck, S., & Jéhiel, P. (2023) · AEA Randomized Controlled Trials · doi:10.1257/rct.12503-1.0 · Cited by 15 · see citing works
Learning from Shared News: When Abundant Information Leads to Belief Polarization
Bowen, R., Dmitriev, D., & Galperti, S. (2021) · National Bureau of Economic Research · doi:10.3386/w28465 · Cited by 14 · see citing works
MEDIA EXPOSURE AND REGIME SUPPORT UNDER COMPETITIVE AUTHORITARIANISM: EVIDENCE FROM SOUTH KOREA
Cho, J. E., Lee, J. S., & Song, B. (2017) · Journal of East Asian Studies · doi:10.1017/jea.2016.41 · Cited by 13 · see citing works
What You See is All There IsPreprint
Enke, B. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3548363 · Cited by 12 · see citing works
Rosenbaum, P. (2010) · Elsevier eBooks · doi:10.1016/b978-0-08-044894-7.01354-3 · Cited by 12 · see citing works
Some conditions (not) affecting selection neglect: Evidence from the lab
López‐Pérez, R., Pintér, Á., & Sánchez-Mangas, R. (2022) · Journal of Economic Behavior & Organization · doi:10.1016/j.jebo.2021.12.036 · Cited by 11 · see citing works
Success stories cause false beliefs about success
Lifchits, G., Anderson, A., Goldstein, D. G., Hofman, J. M., & Watts, D. J. (2021) · Judgment and Decision Making · doi:10.1017/s1930297500008494 · Cited by 11 · see citing works
Political Correctness, Social Image, and Information Transmission
Braghieri, L. (2019) · AEA Randomized Controlled Trials · doi:10.1257/rct.5063-1.1 · Cited by 11 · see citing works
High-Status Exemplars and the Misperception of the Asian-White Wealth GapPreprint
Kuo, E. E., Kraus, M. W., & Richeson, J. A. (2019) · doi:10.31234/osf.io/y6p3v · Cited by 8 · see citing works
McClendon, G. (2018) · Cited by 8 · see citing works
Whose News? Class-Biased Economic Reporting in the United StatesPreprint
Jacobs, A. M., Matthews, J. S., Hicks, T. J., & Merkley, E. D. (2021) · doi:10.31235/osf.io/rdx6u · Cited by 3 · see citing works
Flagged first, then by citations
11 of the 179 references couldn’t be matched to a known paper.
Research works printed but not linked: 14
- Appiah, O., Knobloch-Westerwick, S., and Alter, S. (2013). Ingroup Favoritism and Outgroup Derogation: Effects of News Valence, Character Race, and Recipient Race on Selective News Reading: Ingroup Favoritism and Outgroup Derogation. Journal of Communication, 63(3):517- 534.
- Covert, J. J. and Dixon, T. L. (2008). A Changing View: Representation and Effects of the Portrayal of Women of Color in Mainstream Women's Magazines. Communication Research, 35(2):232- 256.
- Eisensee, T. and Strömberg, D. (2007). News droughts, news floods, and us disaster relief. The Quarterly Journal of Economics, 122(2):693-728.
- Gause, L. (2022). The Advantage of Disadvantage: Costly Protest and Political Representation for Marginalized Groups. Cambridge University Press.
- Lawrence Erlbaum Associates, Mahwah, N.J, 2 edition.
- Schram, S., Soss, J., and Fording, R., editors, Race and the Politics of Welfare Reform, pages 101-130. The University of Michigan Press, Ann Arbor, MI.
- Greenberg, B. and Brand, J. (2002). Minorities in the mass media: 1970s to 1990s. In Jennings, B. and Zillmann, D., editors, Media Effects: Advances in Theory and Research, pages 333-351.
- Lawrence Erlbaum Associates, Mahwah, N.J, 2 edition.
- Guisinger, A. (2017). American opinion on trade: Preferences without politics. Oxford University Press.
- Knell, M. and Stix, H. (2020b). Perceptions of inequality. European Journal of Political Economy, 65:1-21.
- Monk-Turner, E., Heiserman, M., Johnson, C., Cotton, V., and Jackson, M. (2010). The Portrayal of Racial Minorities on Prime Time Television: A Replication of the Mastro and Greenberg Study a Decade Later. Studies in Popular Culture, 32(2):101-114. Publisher: Popular Culture Association in the South.
- Newman, B. J., Velez, Y., Hartman, T. K., and Bankert, A. (2015b). Are Citizens "Receiving the Treatment"? Assessing a Key Link in Contextual Theories of Public Opinion and Political Behavior: Receiving the Treatment. Political Psychology, 36(1):123-131.
- Tversky, A. and Kahneman, D. (1974). Judgment under uncertainty: Heuristics and biases. science, 185(4157):1124-1131.
- Xu, P. and Garand, J. C. (2010). Economic Context and Americans' Perceptions of Income In- equality: Economic Context and Perceptions of Income Inequality. Social Science Quarterly, 91(5):1220-1241.
Cited by
Sorted by citations
Measuring Democratic Backsliding
Little, A. T., & Meng, A. (2024) · PS: Political Science & Politics · doi:10.1017/s104909652300063x · Cited by 121 · see citing works
Self-citationMeasuring Democratic BackslidingPreprint
Little, A. T., & Meng, A. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4327307 · Cited by 53 · see citing works
Self-citationMeasuring Democratic BackslidingPreprint
Little, A. T., & Meng, A. (2023) · doi:10.31219/osf.io/n32zk · Cited by 23 · see citing works
Self-citationBayesian explanations for persuasion
Little, A. T. (2023) · Journal of Theoretical Politics · doi:10.1177/09516298231185060 · Cited by 21 · see citing works
Self-citationEveryday Econometricians: Selection Neglect and Overoptimism When Learning from Others
Barron, K., Huck, S., & Jéhiel, P. (2024) · American Economic Journal Microeconomics · doi:10.1257/mic.20200030 · Cited by 17 · see citing works
Biased learning from elections
Little, A. T., Mack, A., & Pepinsky, T. B. (2026) · Journal of Theoretical Politics · doi:10.1177/09516298261470277 · Cited by 3 · see citing works
Self-citationSelection Neglect and the Cross-Section of Wine ReturnsPreprint
Tillo, R. V., & Verdickt, G. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4637208 · Cited by 2 · see citing works
- Authors
- Brundage, M., Little, A. T., & You, S.
- Affiliations
- Yale University (US)
- University of California, Berkeley (US)
- Publisher
- Center for Open Science
- Published
- 2022-07-05
- OpenAlex
- W4284680144
- Cited by
- 7
- References
- 179
- Citations by year
- 2026: 1 · 2024: 2 · 2023: 4
- Type
- posted content
- Language
- en
- Open access
- green
- doi.org
- Locations
- OSF Preprints (OSF Preprints) (submittedVersion, cc-by)
- OSF Preprints (OSF Preprints) (submittedVersion)
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Political Science and International Relations › Electoral Systems and Political Participation
- Social Sciences › Sociology and Political Science › Media Influence and Politics
- Keywords
- political beliefs, homophily, belief formation, non-representative samples, partisan media, social media
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review