Social Media, Echo Chambers, and Political Polarization
Abstract
The aim of this chapter is to offer an exhaustive review of the literature exploring the link between social media and political polarization. It highlights the areas where a consensus based on empirical evidence has already emerged but also identifies the questions that remain open and the type of data and analysis that would help address them.
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The scarcity of comparative studies on social media, especially concerning news consumption, fuels the issue.
“This issue is also fueled by the scarcity of comparative studies on social media, especially concerning news consumption (33).”
From The echo chamber effect on social media (2021) · cites this paper as [33]
Digital networks hardly constitute closed off echo chambers.
“but that they hardly constitute closed off echo chambers (Barbera ´, 2020)”
From When debates break apart: discursive polarization as a multi-dimensional divergence emerging in and through communication (2023) · cites this paper as Barbera ´, 2020
On platforms like Twitter, Reddit, or YouTube, polarization dynamics are not primarily ideological disagreements about issues, but dismissive interactions with out-groups.
“Scholars such as Barbera ´(2020) made a strong case that especially on platforms like Twitter, Reddit, or YouTube (An et al., 2019;Wu & Resnick, 2021), polarization dynamics are not primarily ideological disagreements about issues, but dismissive interactions with out-groups.”
From When debates break apart: discursive polarization as a multi-dimensional divergence emerging in and through communication (2023) · cites this paper as Barbera ´(2020)
In contrast to face-to-face social interaction, intergroup contact through digital media networks often fosters polarization, at least in the context of political debates.
“Yet, in contrast to face-to-face social interaction (Balietti et al., 2021;Brankovi c et al., 2020), intergroup-contact through digital media networks often fosters polarization, at least in the context of political debates (Banks et al., 2021;Barbera ´, 2020;Zhang et al., 2022).”
From When debates break apart: discursive polarization as a multi-dimensional divergence emerging in and through communication (2023) · cites this paper as Barbera ´, 2020
Cites
Granovetter, M. S. (1973) · American Journal of Sociology · doi:10.1086/225469 · Cited by 40,491 · see citing works
Birds of a Feather: Homophily in Social Networks
McPherson, M., Smith-Lovin, L., & Cook, J. M. (2001) · Annual Review of Sociology · doi:10.1146/annurev.soc.27.1.415 · Cited by 18,567 · see citing works
(1954) · Cited by 15,935 · see citing works
Bowling Alone: America's Declining Social Capital
Putnam, R. D. (1995) · Journal of Democracy · doi:10.1353/jod.1995.0002 · Cited by 14,037 · see citing works
(1999) · Cited by 12,854 · see citing works
The structural transformation of the public sphere: an inquiry into a category of bourgeois society
Habermas, J., Bürger, T., & Lawrence, F. P. (1990) · Choice Reviews Online · doi:10.5860/choice.27-4175 · Cited by 12,640 · 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
A meta-analytic test of intergroup contact theory.
Pettigrew, T. F., & Tropp, L. R. (2006) · Journal of personality and social psychology · doi:10.1037/0022-3514.90.5.751 · Cited by 8,964 · see citing works
The spread of true and false news online
Vosoughi, S., Roy, D., & Aral, S. (2018) · Science · doi:10.1126/science.aap9559 · Cited by 8,847 · see citing works
Capitalism, Socialism and Democracy
Schumpeter, J. A. (2010) · Routledge eBooks · doi:10.4324/9780203202050 · Cited by 8,049 · 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
Social Media and Fake News in the 2016 Election
Allcott, H., & Gentzkow, M. (2017) · Journal of Economic Perspectives · doi:10.1257/jep.31.2.211 · Cited by 6,767 · see citing works
Verba, S., Schlozman, K. L., & Brady, H. E. (1995) · Harvard University Press eBooks · doi:10.2307/j.ctv1pnc1k7 · Cited by 6,733 · see citing works
Hallin, D. C., & Mancini, P. (2004) · Cambridge University Press eBooks · doi:10.1017/cbo9780511790867 · Cited by 5,619 · see citing works
Modernization and Postmodernization: Cultural, Economic, and Political Change in 43 Societies
Inglehart, R. (1997) · doi:10.1515/9780691214429 · Cited by 5,392 · see citing works
Political conservatism as motivated social cognition.
Jost, J. T., Glaser, J., Kruglanski, A. W., & Sulloway, F. J. (2003) · Psychological Bulletin · doi:10.1037/0033-2909.129.3.339 · Cited by 4,904 · see citing works
(2011) · Cited by 4,430 · see citing works
Motivated Skepticism in the Evaluation of Political Beliefs
Taber, C. S., & Lodge, M. (2006) · American Journal of Political Science · doi:10.1111/j.1540-5907.2006.00214.x · Cited by 4,344 · see citing works
Lazer, D. M. J., Baum, M. A., Benkler, Y., Berinsky, A. J., Greenhill, K. M., Menczer, F., Metzger, M. J., Nyhan, B., Pennycook, G., Rothschild, D., et al. (2018) · Science · doi:10.1126/science.aao2998 · Cited by 4,160 · see citing works
Degroot, M. H. (1974) · Journal of the American Statistical Association · doi:10.1080/01621459.1974.10480137 · Cited by 4,004 · see citing works
Understanding Governance: Policy Networks, Governance, Reflexivity and Accountability
Rhodes, R. A. W. (1997) · ePrints Soton (University of Southampton) · Cited by 3,855 · see citing works
Experimental evidence of massive-scale emotional contagion through social networks
Kramer, A. D. I., Guillory, J. E., & Hancock, J. T. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1320040111 · Cited by 3,687 · see citing works
The Audit Society: Rituals of Verification
Quam, L. (1998) · BMJ · doi:10.1136/bmj.316.7133.787a · Cited by 3,608 · see citing works
The wealth of networks: How social production transforms markets and freedom
Given, J. (2007) · Information Economics and Policy · doi:10.1016/j.infoecopol.2007.03.001 · Cited by 3,396 · see citing works
Wikinomics: how mass collaboration changes everything
(2007) · Choice Reviews Online · doi:10.5860/choice.44-6933 · Cited by 3,369 · see citing works
(1999) · Medical Entomology and Zoology · Cited by 3,259 · 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
How the machine “thinks”: Understanding opacity in machine learning algorithms
Burrell, J. (2016) · Big Data & Society · doi:10.1177/2053951715622512 · Cited by 3,196 · 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
Barocas, S., & Selbst, A. D. (2014) · doi:10.2139/ssrn.2477899 · Cited by 3,048 · see citing works
van Dijck, J., Poell, T., & de Waal, M. (2018) · doi:10.1093/oso/9780190889760.001.0001 · Cited by 2,951 · see citing works
Misinformation and Its Correction: Continued Influence and Successful Debiasing
Lewandowsky, S., Ecker, U. K. H., Seifert, C. M., Schwarz, N., & Cook, J. (2012) · Psychological Science in the Public Interest · doi:10.1177/1529100612451018 · Cited by 2,920 · see citing works
Semantics derived automatically from language corpora contain human-like biases
Caliskan, A., Bryson, J. J., & Narayanan, A. (2017) · Science · doi:10.1126/science.aal4230 · Cited by 2,887 · see citing works
Iyengar, S., Sood, G., & Lelkes, Y. (2012) · Public Opinion Quarterly · doi:10.1093/poq/nfs038 · Cited by 2,748 · cited 1× · see citing works
“This alternative conceptualization of polarization is often called “ affective polarization ” (Iyengar et al. 2012 ) or “ psychological polarization ” (Settle 2018 ) as opposed to “ ideological polarization, ” which would be limited to divergence of political views.”
Convergence Culture: Where Old and New Media Collide
Carbonell, C. D. (2007) · The Journal of Popular Culture · doi:10.1111/j.1540-5931.2007.00435.x · Cited by 2,718 · see citing works
Algorithms of Oppression: How Search Engines Reinforce Racism
Noble, S. U. (2020) · doi:10.2307/j.ctt1pwt9w5 · Cited by 2,709 · see citing works
The Culture of Connectivity: A Critical History of Social Media
van Dijck, J. (2013) · doi:10.1093/acprof:oso/9780199970773.001.0001 · Cited by 2,688 · see citing works
The political blogosphere and the 2004 U.S. election: divided they blog
Adamic, L. A., & Glance, N. (2005) · Proceedings of the 3rd international workshop on Link discovery · doi:10.1145/1134271.1134277 · Cited by 2,619 · see citing works
Automated Hate Speech Detection and the Problem of Offensive Language
Davidson, T., Warmsley, D., Macy, M., & Weber, I. (2017) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v11i1.14955 · Cited by 2,610 · see citing works
Norris, P. (2011) · Cambridge University Press eBooks · doi:10.1017/cbo9780511973383 · Cited by 2,580 · see citing works
Gillespie, T. (2010) · New Media & Society · doi:10.1177/1461444809342738 · Cited by 2,522 · see citing works
Bertot, J. C., Jaeger, P. T., & Grimes, J. M. (2010) · Government Information Quarterly · doi:10.1016/j.giq.2010.03.001 · Cited by 2,451 · see citing works
The spreading of misinformation online
Del Vicario, M., Bessi, A., Zollo, F., Petroni, F., Scala, A., Caldarelli, G., Stanley, H. E., & Quattrociocchi, W. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1517441113 · Cited by 2,407 · see citing works
Tandoc, E. C., Lim, Z. W., & Ling, R. S. (2017) · Digital Journalism · doi:10.1080/21670811.2017.1360143 · Cited by 2,377 · see citing works
Treem, J. W., & Leonardi, P. M. (2013) · Annals of the International Communication Association · doi:10.1080/23808985.2013.11679130 · Cited by 2,113 · see citing works
Groups of diverse problem solvers can outperform groups of high-ability problem solvers
Hong, L., & Page, S. E. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0403723101 · Cited by 2,103 · see citing works
Pennycook, G., & Rand, D. G. (2019) · Cognition · doi:10.1016/j.cognition.2018.06.011 · Cited by 2,022 · see citing works
Filter Bubbles, Echo Chambers, and Online News Consumption
Flaxman, S., Goel, S., & Rao, J. M. (2016) · Public Opinion Quarterly · doi:10.1093/poq/nfw006 · Cited by 1,992 · see citing works
Uncivil Agreement: How Politics Became Our Identity
Mason, L. (2018) · doi:10.7208/chicago/9780226524689.001.0001 · Cited by 1,985 · cited 5× · see citing works
“…distance between partisan groups is large, debates are won based on identities and not on substantive arguments and empirical evidence, which in turn can have negative economic consequences such as increased inequality and unemployment (Enns and McAvoy 2012 ; Bonica et al. 2013 ; Mason 2018 ).”
InfluentialFerrara, E., Varol, O., Davis, C., Menczer, F., & Flammini, A. (2016) · Communications of the ACM · doi:10.1145/2818717 · Cited by 1,973 · see citing works
Red Media, Blue Media: Evidence of Ideological Selectivity in Media Use
Iyengar, S., & Hahn, K. S. (2009) · Journal of Communication · doi:10.1111/j.1460-2466.2008.01402.x · Cited by 1,940 · see citing works
Exposure to opposing views on social media can increase political polarization
Bail, C. A., Argyle, L. P., Brown, T. W., Bumpus, J. P., Chen, H., Hunzaker, M. B. F., Lee, J., Mann, M., Merhout, F., & Volfovsky, A. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1804840115 · Cited by 1,863 · see citing works
Ananny, M., & Crawford, K. (2018) · New Media & Society · doi:10.1177/1461444816676645 · Cited by 1,836 · see citing works
Deliberative Democracy and Beyond
Dryzek, J. S. (2002) · doi:10.1093/019925043x.001.0001 · Cited by 1,815 · see citing works
Fake news on Twitter during the 2016 U.S. presidential election
Grinberg, N., Joseph, K., Friedland, L., Swire-Thompson, B., & Lazer, D. (2019) · Science · doi:10.1126/science.aau2706 · Cited by 1,803 · see citing works
Hearing the Other Side: Deliberative versus Participatory Democracy
Mutz, D. C. (2006) · doi:10.1017/cbo9780511617201 · Cited by 1,687 · see citing works
Cultural cognition of scientific consensus.
Kahan, D. M., Jenkins‐Smith, H., & Braman, D. (2011) · Journal of Risk Research · doi:10.1080/13669877.2010.511246 · Cited by 1,686 · see citing works
Uniting the Tribes of Fluency to Form a Metacognitive Nation
Alter, A. L., & Oppenheimer, D. M. (2009) · Personality and Social Psychology Review · doi:10.1177/1088868309341564 · Cited by 1,674 · see citing works
Infrastructure studies meet platform studies in the age of Google and Facebook
Plantin, J.-C., Lagoze, C., Edwards, P. N., & Sandvig, C. (2018) · New Media & Society · doi:10.1177/1461444816661553 · Cited by 1,663 · see citing works
Less than you think: Prevalence and predictors of fake news dissemination on Facebook
Guess, A., Nagler, J., & Tucker, J. (2019) · Science Advances · doi:10.1126/sciadv.aau4586 · Cited by 1,652 · see citing works
Çömlekçi, M. F. (2019) · Kırklareli University Institutional Repository (Kırklareli University) · Cited by 1,607 · see citing works
Prior, M. (2007) · Cambridge University Press eBooks · doi:10.1017/cbo9781139878425 · Cited by 1,598 · see citing works
Hearing the Other Side: Deliberative versus Participatory Democracy
Mutz, D. C. (2006) · Choice Reviews Online · doi:10.5860/choice.44-2388 · Cited by 1,588 · see citing works
Publication bias in the social sciences: Unlocking the file drawer
Franco, A., Malhotra, N., & Simonovits, G. (2014) · Science · doi:10.1126/science.1255484 · Cited by 1,542 · see citing works
Social Media and the Decision to Participate in Political Protest: Observations From Tahrir Square
Tüfekçi, Z., & Wilson, C. (2012) · Journal of Communication · doi:10.1111/j.1460-2466.2012.01629.x · Cited by 1,540 · see citing works
The platformization of cultural production: Theorizing the contingent cultural commodity
Nieborg, D. B., & Poell, T. (2018) · New Media & Society · doi:10.1177/1461444818769694 · Cited by 1,530 · see citing works
The role of social networks in information diffusion
Bakshy, E., Rosenn, I., Marlow, C., & Adamic, L. (2012) · Proceedings of the 21st international conference on World Wide Web · doi:10.1145/2187836.2187907 · Cited by 1,526 · see citing works
Network Propaganda: Manipulation, Disinformation, and Radicalization in American Politics
Benkler, Y., Faris, R., & Roberts, H. (2018) · doi:10.1093/oso/9780190923624.001.0001 · Cited by 1,504 · cited 2× · see citing works
“These are thus good reasons to expect that social media interactions may lead to polarization among the minority of partisan individuals who are most active in discussions about politics on social media (Barberá and Rivero 2015 ; Shore et al. 2016 ; Benkler et al. 2018 ).”
Tweeting From Left to Right: Is Online Political Communication More Than an Echo Chamber?
Barberá, P., Jost, J. T., Nagler, J., Tucker, J. A., & Bonneau, R. (2015) · Psychological Science · doi:10.1177/0956797615594620 · Cited by 1,472 · see citing works
Self-citationCarpini, M. X. D., Cook, F., & Jacobs, L. (2004) · Annual Review of Political Science · doi:10.1146/annurev.polisci.7.121003.091630 · Cited by 1,450 · see citing works
Hindman, M. (2008) · Princeton University Press eBooks · doi:10.1515/9781400837496 · Cited by 1,414 · see citing works
Ethnic Polarization, Potential Conflict, and Civil Wars
Montalvo, J. G., & Reynal-Querol, M. (2005) · American Economic Review · doi:10.1257/0002828054201468 · Cited by 1,386 · cited 1× · see citing works
“…and the comparative empirical evidence on this question is scarce, despite the well-known link between polarization and political violence in countries with high levels of ethnic fractionalization (see, e.g., Montalvo and Reynal-Querol 2005 ), which increases the urgency of research on this area.”
Field Experiments: Design, Analysis, and Interpretation
GREEN, D. P. (2024) · doi:10.61700/sgeirzx0v0mjh1252 · Cited by 1,381 · see citing works
Why Do Ethnic Groups Rebel? New Data and Analysis
Cederman, L.-E., Wimmer, A., & Min, B. (2010) · World Politics · doi:10.1017/s0043887109990219 · Cited by 1,346 · see citing works
Polarization and Partisan Selective Exposure
Stroud, N. J. (2010) · Journal of Communication · doi:10.1111/j.1460-2466.2010.01497.x · Cited by 1,346 · see citing works
Ideology, motivated reasoning, and cognitive reflection
Kahan, D. M. (2013) · Judgment and Decision Making · doi:10.1017/s1930297500005271 · Cited by 1,302 · see citing works
Effective messages in vaccine promotion: a randomized trial
Nyhan, B., Reifler, J., Richey, S., & Freed, G. L. (2014) · Pediatrics · doi:10.1542/peds.2013-2365 · Cited by 1,300 · see citing works
Lodge, M., & Taber, C. S. (2013) · doi:10.1017/cbo9781139032490 · Cited by 1,281 · see citing works
Prior exposure increases perceived accuracy of fake news
Pennycook, G., Cannon, T. D., & Rand, D. G. (2018) · Journal of Experimental Psychology General · doi:10.1037/xge0000465 · Cited by 1,268 · see citing works
Deep Learning for Hate Speech Detection in Tweets
Badjatiya, P., Gupta, S., Gupta, M., & Varma, V. (2017) · International World Wide Web Conference (WWW) · doi:10.1145/3041021.3054223 · Cited by 1,253 · see citing works
A Survey on Automatic Detection of Hate Speech in Text
Fortuna, P., & Nunes, S. (2019) · ACM Computing Surveys · doi:10.1145/3232676 · Cited by 1,241 · see citing works
Tucker, J. A., Guess, A., Barbera, P., Vaccari, C., Siegel, A., Sanovich, S., Stukal, D., & Nyhan, B. (2018) · doi:10.2139/ssrn.3144139 · Cited by 1,222 · see citing works
A free press is bad news for corruption
Brunetti, A., & Weder, B. (2002) · Journal of Public Economics · doi:10.1016/s0047-2727(01)00186-4 · Cited by 1,214 · see citing works
Carney, D. R., Jost, J. T., Gosling, S. D., & Potter, J. (2008) · Political Psychology · doi:10.1111/j.1467-9221.2008.00668.x · Cited by 1,203 · see citing works
Underwood, S. (2016) · Communications of the ACM · doi:10.1145/2994581 · Cited by 1,198 · see citing works
The Nature and Origins of Misperceptions: Understanding False and Unsupported Beliefs About Politics
Flynn, D. J., Nyhan, B., & Reifler, J. (2017) · Political Psychology · doi:10.1111/pops.12394 · Cited by 1,183 · see citing works
(2007) · Choice Reviews Online · doi:10.5860/choice.45-1733 · Cited by 1,181 · see citing works
The Hybrid Media System: Politics and Power
Chadwick, A. (2017) · doi:10.1093/oso/9780190696726.001.0001 · Cited by 1,174 · 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
Weaponized health communication: Twitter bots and Russian trolls amplify the vaccine debate
Broniatowski, D. A., Jamison, A. M., Qi, S., AlKulaib, L., Chen, T., Benton, A., Quinn, S. C., & Dredze, M. (2018) · American Journal of Public Health · doi:10.2105/ajph.2018.304567 · Cited by 1,149 · see citing works
Boomerang Effects in Science Communication
Hart, P. S., & Nisbet, E. C. (2011) · Communication Research · doi:10.1177/0093650211416646 · Cited by 1,140 · see citing works
Handcuffs for the Grabbing Hand? Media Capture and Government Accountability
Besley, T. J., & Prat, A. (2006) · American Economic Review · doi:10.1257/aer.96.3.720 · Cited by 1,126 · see citing works
Media and Political Polarization
Prior, M. (2013) · Annual Review of Political Science · doi:10.1146/annurev-polisci-100711-135242 · Cited by 1,125 · see citing works
The spread of low-credibility content by social bots
Shao, C., Ciampaglia, G. L., Varol, O., Yang, K.-C., Flammini, A., & Menczer, F. (2018) · Nature Communications · doi:10.1038/s41467-018-06930-7 · Cited by 1,125 · see citing works
Oxford Handbook of Internet Psychology
(2012) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199561803.001.0001 · Cited by 1,122 · see citing works
The group polarization phenomenon.
Myers, D. G., & Lamm, H. (1976) · Psychological Bulletin · doi:10.1037/0033-2909.83.4.602 · Cited by 1,102 · see citing works
Gorwa, R., Binns, R., & Katzenbach, C. (2020) · Big Data & Society · doi:10.1177/2053951719897945 · Cited by 1,097 · see citing works
Proceedings of the ACM on Human-Computer Interaction
Karahalios, K. G., Monroy‐Hernández, A., Lampinen, A., & Fitzpatrick, G. (2018) · Cited by 1,070 · see citing works
Cross-cutting Social Networks: Testing Democratic Theory in Practice
MUTZ, D. C. (2002) · American Political Science Review · doi:10.1017/s0003055402004264 · Cited by 1,069 · see citing works
Inoculating the Public against Misinformation about Climate Change
van der Linden, S., Leiserowitz, A., Rosenthal, S., & Maibach, E. (2017) · Global Challenges · doi:10.1002/gch2.201600008 · Cited by 1,058 · see citing works
The echo chamber is overstated: the moderating effect of political interest and diverse media
Dubois, E., & Blank, G. (2018) · Information, Communication & Society · doi:10.1080/1369118x.2018.1428656 · Cited by 1,055 · see citing works
Conspiracy theories: Causes and cures
Sunstein, C. R., & Vermeule, A. (2009) · Journal of Political Philosophy · doi:10.1111/j.1467-9760.2008.00325.x · Cited by 1,050 · see citing works
Echo chambers online?: Politically motivated selective exposure among Internet news users
Garrett, R. K. (2009) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2009.01440.x · Cited by 1,040 · see citing works
Gillespie, T. (2014) · Media Technologies · doi:10.7551/mitpress/9042.003.0013 · Cited by 1,016 · see citing works
The Hybrid Media System: Politics and Power
Chadwick, A. (2013) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199759477.001.0001 · Cited by 997 · see citing works
Social bots distort the 2016 U.S. Presidential election online discussion
Bessi, A., & Ferrara, E. (2016) · First Monday · doi:10.5210/fm.v21i11.7090 · Cited by 993 · see citing works
Ideological Segregation Online and Offline *
Gentzkow, M., & Shapiro, J. M. (2011) · The Quarterly Journal of Economics · doi:10.1093/qje/qjr044 · Cited by 980 · see citing works
Redlawsk, D. P. (2002) · The Journal of Politics · doi:10.1111/1468-2508.00161 · Cited by 978 · see citing works
Cook, J., Lewandowsky, S., & Ecker, U. K. H. (2017) · PLOS ONE · doi:10.1371/journal.pone.0175799 · Cited by 971 · see citing works
Stroud, N. J. (2011) · doi:10.1093/acprof:oso/9780199755509.001.0001 · Cited by 950 · see citing works
Fighting misinformation on social media using crowdsourced judgments of news source quality
Pennycook, G., & Rand, D. G. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1806781116 · Cited by 947 · see citing works
Media Manipulation and Disinformation Online
Lewis, B., & Marwick, A. E. (2017) · Cited by 932 · see citing works
BotOrNot: A System to Evaluate Social Bots
Davis, C. A., Varol, O., Ferrara, E., Flammini, A., & Menczer, F. (2016) · Proceedings of the 25th International Conference Companion on World Wide Web - WWW 16 Companion · doi:10.1145/2872518.2889302 · Cited by 909 · see citing works
The Elusive Backfire Effect: Mass Attitudes’ Steadfast Factual Adherence
Wood, T., & Porter, E. (2019) · Political Behavior · doi:10.1007/s11109-018-9443-y · Cited by 904 · see citing works
Transparency: The Key to Better Governance?
(2006) · British Academy eBooks · doi:10.5871/bacad/9780197263839.001.0001 · Cited by 903 · see citing works
Local e-government 2.0: Social media and corporate transparency in municipalities
Ponte, E. B., Torres, L., Royo, S., & Muñoz, F. F. (2012) · Government Information Quarterly · doi:10.1016/j.giq.2011.10.001 · Cited by 902 · see citing works
Reducing intergroup prejudice and conflict using the media: A field experiment in Rwanda.
Paluck, E. L. (2009) · Journal of Personality and Social Psychology · doi:10.1037/a0011989 · Cited by 902 · see citing works
Messing, S., & Westwood, S. J. (2014) · Communication Research · doi:10.1177/0093650212466406 · Cited by 902 · see citing works
Debunking: A Meta-Analysis of the Psychological Efficacy of Messages Countering Misinformation
Chan, M.-P. S., Jones, C. R., Hall Jamieson, K., & Albarracín, D. (2017) · Psychological Science · doi:10.1177/0956797617714579 · Cited by 898 · see citing works
SemEval-2019 Task 5: Multilingual Detection of Hate Speech Against Immigrants and Women in Twitter
Basile, V., Bosco, C., Fersini, E., Nozza, D., Patti, V., Pardo, F. M. R., Rosso, P., & Sanguinetti, M. (2019) · International Workshop on Semantic Evaluation (SemEval) · doi:10.18653/v1/s19-2007 · Cited by 889 · see citing works
Pennycook, G., & Rand, D. G. (2020) · Journal of Personality · doi:10.1111/jopy.12476 · Cited by 879 · see citing works
Frynas, J. G. (2005) · International Affairs · doi:10.1111/j.1468-2346.2005.00470.x · Cited by 865 · see citing works
The uncertain relationship between transparency and accountability
Fox, J. (2007) · Development in Practice · doi:10.1080/09614520701469955 · Cited by 862 · see citing works
The welfare effects of social media
Allcott, H., Braghieri, L., Eichmeyer, S., & Gentzkow, M. (2020) · American Economic Review · doi:10.1257/aer.20190658 · Cited by 857 · see citing works
Proceedings of the 16th International Conference Information Systems 2023
(2023) · doi:10.33965/is2023 · Cited by 828 · see citing works
What is data justice? The case for connecting digital rights and freedoms globally
Taylor, L. (2017) · Big Data & Society · doi:10.1177/2053951717736335 · Cited by 802 · see citing works
The psychological roots of anti-vaccination attitudes: A 24-nation investigation.
Hornsey, M. J., Harris, E. A., & Fielding, K. S. (2018) · Health Psychology · doi:10.1037/hea0000586 · Cited by 793 · see citing works
(2001) · Cited by 783 · see citing works
Fake News and The Economy of Emotions
Bakir, V., & McStay, A. (2017) · Digital Journalism · doi:10.1080/21670811.2017.1345645 · Cited by 778 · see citing works
Network Propaganda: Manipulation, Disinformation, and Radicalization in American Politics
Benkler, Y. R., Farris, R., & Roberts, H. (2018) · Aquila Digital Community (University of Southern Mississippi) · Cited by 769 · see citing works
Curated Flows: A Framework for Mapping Media Exposure in the Digital Age
Thorson, K., & Wells, C. (2015) · Communication Theory · doi:10.1111/comt.12087 · Cited by 764 · see citing works
Full Disclosure: The Perils and Promise of Transparency
Fung, A., Graham, M., & Weil, D. (2007) · doi:10.1017/cbo9780511510533 · Cited by 752 · see citing works
Party System Change: Approaches and Interpretations
Carey, J. (1998) · Political Science Quarterly · doi:10.2307/2658267 · Cited by 748 · see citing works
Are people incidentally exposed to news on social media? A comparative analysis
Fletcher, R., & Nielsen, R. K. (2018) · New Media & Society · doi:10.1177/1461444817724170 · Cited by 738 · see citing works
The evidence for motivated reasoning in climate change preference formation
Druckman, J. N., & McGrath, M. C. (2019) · Nature Climate Change · doi:10.1038/s41558-018-0360-1 · Cited by 733 · see citing works
Citron, D. K. (2014) · Harvard University Press eBooks · doi:10.4159/harvard.9780674735613 · Cited by 730 · see citing works
Analytic thinking reduces belief in conspiracy theories
Swami, V., Voracek, M., Stieger, S., Tran, U. S., & Furnham, A. (2014) · Cognition · doi:10.1016/j.cognition.2014.08.006 · Cited by 726 · see citing works
Hate Speech Detection with Comment Embeddings
Djuric, N., Zhou, J. L., Morris, R., Grbovic, M., Radosavljević, V., & Bhamidipati, N. L. (2015) · International World Wide Web Conference (WWW) · doi:10.1145/2740908.2742760 · Cited by 725 · see citing works
Zubiaga, A., Liakata, M., Procter, R., Wong Sak Hoi, G., & Tolmie, P. (2016) · PLOS ONE · doi:10.1371/journal.pone.0150989 · Cited by 722 · see citing works
Processing the News: How People Tame the Information Tide.
Snow, R. P., & Graber, D. Α. (1986) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2070921 · Cited by 721 · see citing works
(2019) · doi:10.1080/1369118x.2019.1573914 · Cited by 719 · see citing works
Pennycook, G., Bear, A., Collins, E., & Rand, D. G. (2020) · Management Science · doi:10.1287/mnsc.2019.3478 · Cited by 718 · see citing works
Politically Motivated Reinforcement Seeking: Reframing the Selective Exposure Debate
Garrett, R. K. (2009) · Journal of Communication · doi:10.1111/j.1460-2466.2009.01452.x · Cited by 714 · see citing works
The contact hypothesis re-evaluated
Paluck, E., Green, D. P., & Green, S. (2018) · Behavioural Public Policy · doi:10.1017/bpp.2018.25 · Cited by 711 · see citing works
Conspiracy Endorsement as Motivated Reasoning: The Moderating Roles of Political Knowledge and Trust
Miller, J. M., Saunders, K. L., & Farhart, C. E. (2015) · American Journal of Political Science · doi:10.1111/ajps.12234 · Cited by 709 · see citing works
Fake news game confers psychological resistance against online misinformation
Roozenbeek, J., & van der Linden, S. (2019) · Palgrave Communications · doi:10.1057/s41599-019-0279-9 · Cited by 708 · see citing works
All the News That's Fit to Sell
Hamilton, J. T. (2004) · Princeton University Press eBooks · doi:10.1515/9781400841417 · Cited by 706 · see citing works
Proceedings of the 22nd international conference on World Wide Web
(2013) · doi:10.1145/2488388 · Cited by 702 · see citing works
See Something, Say Something: Correction of Global Health Misinformation on Social Media
Bode, L., & Vraga, E. (2018) · Health Communication · doi:10.1080/10410236.2017.1331312 · Cited by 691 · see citing works
Conspiracy Theories and the Paranoid Style(s) of Mass Opinion
Oliver, J., & Wood, T. (2014) · American Journal of Political Science · doi:10.1111/ajps.12084 · Cited by 689 · see citing works
Trends in the diffusion of misinformation on social media
Allcott, H., Gentzkow, M. A., & Yu, C. (2019) · Research & Politics · doi:10.1177/2053168019848554 · Cited by 680 · see citing works
Segerberg, A., & Bennett, W. L. (2011) · The Communication Review · doi:10.1080/10714421.2011.597250 · Cited by 672 · see citing works
Bode, L., & Vraga, E. K. (2015) · Journal of Communication · doi:10.1111/jcom.12166 · Cited by 666 · see citing works
The scientific consensus on climate change as a gateway belief: experimental evidence
van der Linden, S. L., Leiserowitz, A. A., Feinberg, G. D., & Maibach, E. W. (2015) · PLOS ONE · doi:10.1371/journal.pone.0118489 · Cited by 661 · see citing works
Clayton, K., Blair, S., Busam, J. A., Forstner, S., Glance, J., Green, G., Kawata, A., Kovvuri, A., Martin, J., Morgan, E., et al. (2020) · Political Behavior · doi:10.1007/s11109-019-09533-0 · Cited by 658 · see citing works
Detecting Hate Speech on Twitter Using a Convolution-GRU Based Deep Neural Network
Zhang, Z., Robinson, D., & Tepper, J. A. (2018) · Lecture notes in computer science · doi:10.1007/978-3-319-93417-4_48 · Cited by 653 · see citing works
Vargo, C. J., Гуо, Л., & Amazeen, M. A. (2017) · New Media & Society · doi:10.1177/1461444817712086 · Cited by 638 · see citing works
Building Successful Online Communities: Evidence-Based Social Design
Kraut, R. E., Resnick, P., Kiesler, S. B., Ren, Y., Chen, Y., Burke, M., Kittur, N., Riedl, J., & Konstan, J. A. (2012) · Cited by 636 · see citing works
Khan, L. M. (2022) · doi:10.5040/9798881809775.ch-1 · Cited by 631 · see citing works
Belief Echoes: The Persistent Effects of Corrected Misinformation
Thorson, E. A. (2015) · Political Communication · doi:10.1080/10584609.2015.1102187 · Cited by 626 · see citing works
Fanning the Flames of Hate: Social Media and Hate CrimePreprint
Müller, K., & Schwarz, C. (2020) · Journal of the European Economic Association · doi:10.2139/ssrn.3082972 · Cited by 625 · see citing works
Nyhan, B. J., & Reifler, J. (2014) · Vaccine · doi:10.1016/j.vaccine.2014.11.017 · Cited by 624 · see citing works
Disinformation as Political Communication
Freelon, D., & Wells, C. (2020) · Political Communication · doi:10.1080/10584609.2020.1723755 · Cited by 624 · see citing works
Offline Consequences of Online Victimization: School Violence and Delinquency
Hinduja, S., & Patchin, J. W. (2007) · Journal of School Violence · doi:10.1300/j202v06n03_06 · Cited by 619 · see citing works
The Effect of Transparency on Trust in Government: A Cross‐National Comparative Experiment
Grimmelikhuijsen, S., Porumbescu, G. A., Hong, B., & Im, T. (2013) · Public Administration Review · doi:10.1111/puar.12047 · Cited by 616 · see citing works
Social Media and Fake News in the 2016 Election
Allcott, H., & Gentzkow, M. A. (2017) · National Bureau of Economic Research · doi:10.3386/w23089 · Cited by 608 · see citing works
The Dynamics of Audience Fragmentation: Public Attention in an Age of Digital Media
Webster, J. G., & Ksiazek, T. B. (2012) · Journal of Communication · doi:10.1111/j.1460-2466.2011.01616.x · Cited by 605 · see citing works
Knowledge does not protect against illusory truth.
Fazio, L. K., Brashier, N. M., Payne, B. K., & Marsh, E. J. (2015) · Journal of Experimental Psychology: General · doi:10.1037/xge0000098 · Cited by 598 · see citing works
Just business: multinational corporations and human rights
(2013) · Choice Reviews Online · doi:10.5860/choice.50-6287 · Cited by 597 · see citing works
Fake news, fast and slow: Deliberation reduces belief in false (but not true) news headlines.
Bago, B., Rand, D. G., & Pennycook, G. (2020) · Journal of Experimental Psychology: General · doi:10.1037/xge0000729 · Cited by 593 · see citing works
Exposure to untrustworthy websites in the 2016 US election
Guess, A. M., Nyhan, B., & Reifler, J. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-0833-x · Cited by 587 · see citing works
Are You a Racist or Am I Seeing Things? Annotator Influence on Hate Speech Detection on Twitter
Talat, Z. (2016) · Workshop on Natural Language Processing and Computational Social Science (NLP+CSS) · doi:10.18653/v1/w16-5618 · Cited by 585 · see citing works
When beliefs yield to evidence: Reducing biased evaluation by affirming the self
Cohen, G. L., Aronson, J., & Steele, C. M. (2000) · Personality and Social Psychology Bulletin · doi:10.1177/01461672002611011 · Cited by 584 · see citing works
The New Governors: The People, Rules, and Processes Governing Online Speech
Klonick, K. (2018) · St. John's University School of Law (St. John's University) · Cited by 582 · see citing works
Keeley, B. L. (1999) · The Journal of Philosophy · doi:10.2307/2564659 · Cited by 581 · see citing works
The Affective Tipping Point: Do Motivated Reasoners Ever “Get It”?
Redlawsk, D. P., Civettini, A. J. W., & Emmerson, K. M. (2010) · Political Psychology · doi:10.1111/j.1467-9221.2010.00772.x · Cited by 576 · see citing works
The spread of low-credibility content by social bots
Shao, C., Ciampaglia, G. L., Varol, O., Yang, K.-C., Flammini, A., & Menczer, F. (2018) · RePEc: Research Papers in Economics · Cited by 574 · see citing works
In Search of a Standard: four models of democracy and their normative implications for journalism
Strömbäck, J. (2005) · Journalism Studies · doi:10.1080/14616700500131950 · Cited by 572 · see citing works
Governing with the News: The News Media as a Political Institution
Mondak, J. J. (1998) · Political Science Quarterly · doi:10.2307/2658259 · Cited by 565 · see citing works
How to unring the bell: A meta-analytic approach to correction of misinformation
Walter, N., & Murphy, S. T. (2018) · Communication Monographs · doi:10.1080/03637751.2018.1467564 · Cited by 561 · see citing works
Sources of the continued influence effect: when misinformation in memory affects later inferences
Johnson, H. M., & Seifert, C. M. (1994) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.20.6.1420 · Cited by 560 · see citing works
Using Expert Sources to Correct Health Misinformation in Social Media
Vraga, E. K., & Bode, L. (2017) · Science Communication · doi:10.1177/1075547017731776 · Cited by 559 · 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
Hacker, hoaxer, whistleblower, spy: the many faces of Anonymous
(2015) · Choice Reviews Online · doi:10.5860/choice.188504 · Cited by 554 · see citing works
Hate crimes: confronting violence against lesbians and gay men
(1992) · Choice Reviews Online · doi:10.5860/choice.30-0613 · Cited by 554 · 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
Guess, A. M., Nyhan, B. J., & Reifler, J. (2018) · Cited by 544 · see citing works
Ratkiewicz (2011) · doi:10.1145/1963192.1963301 · Cited by 541 · see citing works
Should we worry about filter bubbles?
Zuiderveen Borgesius, F. J., Trilling, D., Möller, J., Bodó, B., de Vreese, C. H., & Helberger, N. (2016) · Internet Policy Review · doi:10.14763/2016.1.401 · Cited by 541 · see citing works
How voters decide: information processing during election campaigns
(2007) · Choice Reviews Online · doi:10.5860/choice.44-2956 · Cited by 539 · see citing works
Consent of the networked: the world-wide struggle for Internet freedom
Ainhoa de Frutos García, R. (2012) · Choice Reviews Online · doi:10.5860/choice.50-0700 · Cited by 539 · see citing works
Ditto, P. H., Liu, B. S., Clark, C. J., Wojcik, S. P., Chen, E. E., Grady, R. H., Celniker, J. B., & Zinger, J. F. (2019) · Perspectives on Psychological Science · doi:10.1177/1745691617746796 · Cited by 535 · see citing works
Where fairness fails: data, algorithms, and the limits of antidiscrimination discourse
Hoffmann, A. L. (2019) · Information, Communication & Society · doi:10.1080/1369118x.2019.1573912 · Cited by 535 · see citing works
Chess, S., & Shaw, A. (2015) · Journal of Broadcasting & Electronic Media · doi:10.1080/08838151.2014.999917 · Cited by 533 · see citing works
Weeks, B. E. (2015) · Journal of Communication · doi:10.1111/jcom.12164 · Cited by 531 · see citing works
(2017) · Project Muse (Johns Hopkins University) · Cited by 529 · see citing works
Information and American Democracy: Technology in the Evolution of Political Power
Bimber, B. (2003) · doi:10.1017/cbo9780511615573 · Cited by 526 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
The echo chamber effect on social media
Cinelli, M., De Francisci Morales, G., Galeazzi, A., Quattrociocchi, W., & Starnini, M. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2023301118 · Cited by 2,092 · see citing works
“This issue is also fueled by the scarcity of comparative studies on social media, especially concerning news consumption (33).”
BackgroundWojcieszak, M., Casas, A., Yu, X., Nagler, J., & Tucker, J. A. (2022) · Science Advances · doi:10.1126/sciadv.abn9418 · Cited by 90 · see citing works
Brüggemann, M., & Meyer, H. (2023) · Communication Theory · doi:10.1093/ct/qtad012 · Cited by 60 · see citing works
The Platformization of Violence: Toward a Concept of Discursive Toxicity on Social Media
Recuero, R. (2024) · Social Media + Society · doi:10.1177/20563051231224264 · Cited by 47 · see citing works
Kaiser, J., Vaccari, C., & Chadwick, A. (2022) · Journal of Communication · doi:10.1093/joc/jqac002 · Cited by 44 · see citing works
Ye, J., Luceri, L., & Ferrara, E. (2025) · Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency · doi:10.1145/3715275.3732159 · Cited by 16 · see citing works
López-Robles, A. (2023) · Revista de la Asociación Española de Investigación de la Comunicación · doi:10.24137/raeic.10.19.12 · Cited by 1 · see citing works
- Authors
- Barberá, P.
- Corresponding author
- Barberá, Pablo
- ORCID
- Barberá, Pablo
- Venue
- Social Media and Democracy
- Publisher
- Cambridge University Press
- Published
- 2020-08-31
- Pages
- 34-55
- OpenAlex
- W3080223069
- Cited by
- 373
- References
- 721
- Citations by year
- 2026: 60 · 2025: 71 · 2024: 72 · 2023: 91 · 2022: 53 · 2021: 24 · 2020: 2
- FWCI
- 224.68
- Type
- book chapter
- Language
- en
- Open access
- closed
- Locations
- Cambridge University Press eBooks (publishedVersion)
- Topics
- Social Sciences › Communication › Social Media and Politics
- Social Sciences › Sociology and Political Science › Misinformation and Its Impacts
- Social Sciences › Sociology and Political Science › Media Influence and Politics
- Keywords
- social media, echo chambers, political polarization, filter bubbles, information environment, political attitudes
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.
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