Partisan Gaps in Political Information and Information-Seeking Behavior: Motivated Reasoning or Cheerleading?
Open accessAbstract
Do partisan disagreements over politically-relevant facts, and preferences for the information sources from which to obtain them, represent genuine differences of opinion or insincere cheerleading? The answer to this question is crucial for understanding the scope of partisan polarization. We test between these alternatives with experiments that offer incentives for correct survey responses and allow respondents to search for information before answering each question. We find that partisan cheerleading inflates divides in factual information, but only modestly. Incentives have no impact on partisan divides in information search; these divides are no different from those that occur outside the survey context when we examine web browsing data from the same respondents. Overall, our findings support the motivated reasoning interpretation of misinformation; partisans seek out information with congenial slant and sincerely adopt inaccurate beliefs that cast their party in a favorable light.
AI snapshot
Written from the paper’s full text.
TL;DR
This paper tests whether partisan gaps in political facts and news-source preferences reflect sincere motivated reasoning or insincere cheerleading. Across two incentivized survey experiments plus linked web-browsing data, it finds incentives modestly reduce factual divides but do not affect information search, supporting motivated reasoning.
Key findings
- Incentives reduced the partisan information divide but did not eliminate it: the baseline divide was .32, the Democrat × incentive interaction was -0.10, and a .22 divide remained among incentivized respondents; roughly 60–70% of the initial divide persisted.
- Among respondents certain of their answers, the remaining incentivized divide was .27 (95% CI [0.24, 0.30]); among confidently misinformed respondents, the remaining gap was .13 (95% CI [0.11, 0.15]).
- Incentives had no effect on news choice: the estimated effect on selecting a co-partisan source was -0.003 (95% CI [-0.03, 0.02]), with similarly null effects for expert, mainstream, and out-partisan sources.
- Survey news choices corresponded with real-world browsing: the correlation between survey and behavioral media slant was .58, and partisan divides in media choice were similar across unincentivized survey (1.24 SD), incentivized survey (1.30 SD), and real-world media diet (1.36 SD).
Methods
- Two YouGov surveys: September 2018 (N = 1,000) and March 2019 (N = 1,700), pooled; 954 respondents completed both, and 855 had linked desktop web-browsing data.
- Respondents were randomly assigned to receive $0.50 per correct answer on a five-item political information battery; before each question they chose one news source from left-leaning, right-leaning, expert, and two mainstream options, then answered and reported confidence.
- Main analysis used pooled models with item fixed effects, Democrat × incentive treatment interactions, and standard errors clustered by respondent; news-choice models regressed source selection on incentive treatment and item fixed effects; web-browsing comparison used Bakshy et al. (2015) alignment scores.
Limitations
- The paper states it cannot distinguish motivated reasoning from differential beliefs about source credibility or evidence quality, cannot rule out that psychic rewards for cheerleading exceed the monetary incentives, and cannot make claims about the realism of its incentive manipulations.
- The paper notes the web-tracking measure captures only desktop browsing, missing mobile web and cable television, and that the unweighted sample is older and more highly educated than a nationally representative sample, though weighted robustness checks are similar.
- The text also makes evident that the information items were selected for intense partisan disagreement, that respondents had no “Don’t know” option, and that demand effects or post-treatment concerns around response certainty are possible, though the authors report no detectable incentive effect on certainty.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
8 of 30 cited sources checked · 5 supported · 0 flagged · accuracy not yet measured
- Premisecitation
Bullock et al. (2015, 521) find that only 40% to 45% of the initial partisan gaps remain when incentives are made available.
“In the closest comparison, Bullock et al. (2015, 521) find that only 40% to 45% of the initial partisan gaps remain when incentives are made available.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Bullock et al. (2015, 521) source
- Interpretationcitation
The treatment effects of incentives across these studies are of similar magnitude to those observed in Bullock et al. (2015).
“While the treatment e↵ects of incentives across these studies are of similar magnitude to those observed in Bullock et al. (2015), the initial partisan gap on these items is much larger than previously obtained in incentive-based designs.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Bullock et al. (2015) source
- Interpretationown data
The persistence of partisan divides in factual beliefs among incentivized groups is noticeably higher than in previous work.
“The persistence of partisan divides in factual beliefs among the groups provided with incentives is noticeably higher than in previous work.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Bullock et al. (2015, 521) source
Experiment 1 reports that about 45% of the partisan gap remained when participants were incentivized to answer correctly. The Theory and Prior Evidence section says earlier incentive research did not examine partisan patterns in responses, so the paper does not establish that this persistence was higher than in previous work. Page numbers are unavailable in our copy. (LLM, conf=0.84)
Experimental — accuracy not yet measured
- Interpretationown data
The initial partisan gap on these items is much larger than previously obtained in incentive-based designs.
“While the treatment e↵ects of incentives across these studies are of similar magnitude to those observed in Bullock et al. (2015), the initial partisan gap on these items is much larger than previously obtained in incentive-based designs.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Bullock et al. (2015) source
- Premisecitation
Bullock et al. (2015) found that the partisan difference in information fell by half among respondents informed that their chances of winning a 200 dollar gift certificate would increase with correct answers.
“The partisan di↵erence in information, which was substantial among respondents o↵ered no incentive, fell by half among respondents informed that their chances of winning a 200 dollar gift certificate would increase with correct answers.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Bullock et al., 2015 source
- Findingown data
On survey items later examined in this study, partisan differences approach 50 percentage points on some matters related to misstatements made by Donald Trump, including widely publicized claims about illegal voting in the 2016 election and the alleged wiretapping of Trump Tower by the Obama Administration.
“On survey items we later examine in this study, partisan di↵erences approach 50 percentage points on some matters related to misstatements made by Donald Trump, including widely publicized claims about illegal voting in the 2016 election and the alleged wiretapping of Trump Tower by the Obama Administration.”
Quote in the paperSubstantial claim - Findingown data
Incentives reduce the partisan divide to two-thirds of the magnitude in the unincentivized conditions.
“Incentives reduce the partisan divide to two-thirds of the magnitude in the unincentivized conditions.”
Quote in the paperSubstantial claim - Findingown data
Incentives have no effect whatsoever on news choice.
“Incentives have no e↵ect whatsoever on news choice.”
- Also stated in: § Partisan Divides in News Choice · plain
“In contrast to the evidence of modest partisan cheerleading for the information items, we observe no change in news choices when incentives are made available.”
Quote in the paperSubstantial claim - Also stated in: § Partisan Divides in News Choice · plain
- Findingown data
The provision of incentives has no bearing on information selection.
“Second, the provision of incentives has no bearing on information selection.”
Quote in the paperSubstantial claim- Rests on an assumption: The partisan leanings of the news sources (MSNBC/Huffington Post as left-leaning, Fox News/Breitbart as right-leaning, CNN/New York Times as mainstream) are as categorized.
- Findingown data
In the unincentivized condition, there are substantial partisan divides across the information items considered.
“Table 2 reveals substantial partisan divides across the items we consider.”
Quote in the paperSubstantial claim - Findingown data
Partisan divides in information search in the survey are no different from those that occur outside the survey context when examining web browsing data from the same respondents.
“Incentives have no impact on partisan divides in information search; these divides are no di↵erent from those that occur outside the survey context when we examine web browsing data from the same respondents.”
Quote in the paperSubstantial claim- Rests on an assumption: The partisan leanings of the news sources (MSNBC/Huffington Post as left-leaning, Fox News/Breitbart as right-leaning, CNN/New York Times as mainstream) are as categorized.
- Findingown data
The smallest partisan divides occur on the misinformation items that overlap with earlier studies (i.e., the unemployment items).
“Notably, the smallest divides occur on the misinformation items that overlap with those included in earlier studies that find partisan cheerleading to explain a substantial proportion of the partisan divide over political information (i.e., the items regarding unemployment).”
Quote in the paperSubstantial claim - Findingown data
Partisans seek out information from co-partisan media sources to the same extent whether incentives are available or not.
“Partisans seek out information from co-partisan media sources to the same extent whether incentives are available or not.”
Quote in the paperSubstantial claim- Rests on an assumption: The partisan leanings of the news sources (MSNBC/Huffington Post as left-leaning, Fox News/Breitbart as right-leaning, CNN/New York Times as mainstream) are as categorized.
- Findingown data
In the pooled analysis incorporating all items and partisan respondents, the initial gap between partisans shrinks to roughly two-thirds its initial size when respondents receive incentives.
“In the pooled analysis that incorporates all items and partisan respondents, the initial gap between partisans shrinks to roughly two-thirds its initial size when respondents receive incentives.”
Quote in the paperSubstantial claim - Findingown data
There are substantial partisan divides over questions of fact that remain in the presence of incentives when limiting focus to those who are confident in their answers.
“There are substantial partisan divides over questions of fact that remain in the presence of incentives when we limit the focus to those who are confident in their answers to these questions.”
Quote in the paperSubstantial claim - Findingown data
Incentives have no impact on partisan divides in information search.
“Incentives have no impact on partisan divides in information search; these divides are no di↵erent from those that occur outside the survey context when we examine web browsing data from the same respondents.”
Quote in the paperSubstantial claim- Rests on an assumption: The partisan leanings of the news sources (MSNBC/Huffington Post as left-leaning, Fox News/Breitbart as right-leaning, CNN/New York Times as mainstream) are as categorized.
- Findingown data
In the incentivized condition, roughly 60 to 70 percent of the initial partisan divide in political information persists.
“roughly 60 to 70 percent of the initial partisan di↵erences persists even when incentives are available.”
Quote in the paperSubstantial claim - Findingown data
The divides in information search observed in the survey context mirror partisan divides in online news consumption registered by the same individuals outside the survey setting.
“Moreover, the divides in information search we observe in the survey context mirror partisan divides in online news consumption registered by the same individuals outside the survey setting.”
Quote in the paperSubstantial claim- Rests on an assumption: The partisan leanings of the news sources (MSNBC/Huffington Post as left-leaning, Fox News/Breitbart as right-leaning, CNN/New York Times as mainstream) are as categorized.
- Findingown data
In the pooled analysis of all partisan respondents, the baseline partisan divide over political information is .32 (95% CI [0.31, 0.33]).
“There is a substantial partisan divide (.32) over political information (95% Confidence Interval [0.31, 0.33]).”
Quote in the paperSubstantial claim - Findingown data
Altogether, the study finds little evidence that partisans exaggerate their affinity for co-partisan news sources inside surveys relative to the manner in which they typically consume political news outside that context.
“Altogether, we find little evidence that partisans exaggerate their a nity for co-partisan news sources inside surveys relative to the manner in which they typically consume political news outside that context.”
Quote in the paperSubstantial claim - Findingown data
The partisan slant of individuals' news preferences, as elicited through a set of information-seeking tasks, corresponds to real-world news consumption.
“First, the partisan slant of individuals' news preferences, as elicited through a set of information-seeking tasks, corresponds to real-world news consumption.”
- Also stated in: § Methodological Implications · boosted
“we find that eliciting the partisanship of a respondent's news preferences through a series of information-seeking tasks matches well with the preferences revealed in their everyday behavior.”
Quote in the paperSubstantial claim - Also stated in: § Methodological Implications · boosted
- Findingown data
The correspondence between survey-based media choice and behavior outside the survey remains similar using Alternative 1 (r = 0.60) and Alternative 2 (r = 0.63).
“When we examine the relationship between media choice in the survey and behavior outside it, the correspondence remains similar using these alternative outcome measures (r = 0.60 for Alternative 1 and r = 0.63 for Alternative 2).”
Quote in the paperNot a substantial claim - Findingown data
The findings depart from previous work when focusing on the new items introduced into the surveys, where substantial divides remain even when incentives are available.
“In contrast, our findings depart from previous work when focusing on the new items introduced into our surveys, where substantial divides remain even when incentives are available.”
Quote in the paperSubstantial claim - Findingown data
The study shows that at the information-search stage, the availability of incentives does not alter respondent interest in information from expert sources.
“Our study speaks to this distinction by showing that at the information-search stage, the availability of incentives does not alter respondent interest in information from expert sources.”
Quote in the paperSubstantial claim - Findingown data
In both cases, the magnitude of the effect of incentives on reducing the initial partisan divide over misinformation is similar.
“In both cases, the magnitude of the e↵ect of incentives on reducing the initial partisan divide over misinformation is similar.”
Quote in the paperNot a substantial claim - Findingown data
There are similar results when using a finer distinction between the different news sources.
“We observe similar results when using a finer distinction between the di↵erent news sources.See Appendix B.”
Quote in the paperNot a substantial claim - Findingown data
Modest initial between-party differences are substantially reduced by the availability of incentives.
“Here modest initial between-party di↵erences are substantially reduced by the availability of incentives.”
Quote in the paperSubstantial claim - Findingown data
The partisan divides in news choice present in the survey were no different from the divides in the same respondents' everyday news browsing behavior.
“Moreover, the partisan divides in news choice present in the survey were no di↵erent from the divides in the same respondents' everyday news browsing behavior.”
Quote in the paperSubstantial claim - Findingown data
A partisan gap of 2.03 points (95% CI [1.86, 2.20]) on the 10-pt outcome remains in the conditions where incentives are made available.
“A partisan gap of 2.03 points (95% Confidence Interval [1.86, 2.20]) on this 10-pt outcome measure remains in the conditions where incentives are made available.”
Quote in the paperSubstantial claim - Findingown data
There are similar results when examining each party separately.
“In Appendix B we show there are similar results when we examine each party separately.”
Quote in the paperNot a substantial claim - Findingown data
The partisanship of an individual's online news use remains a strong predictor of the partisanship of the choices they make inside the survey.
“Here the partisanship of an individual's online news use remains a strong predictor of the partisanship of the choices they make inside the survey.”
Quote in the paperSubstantial claim - Findingown data
Even granting a reduction in partisan selective exposure due to incentives, the study still observes elevated levels of selectivity even in the conditions where incentives are available.
“even granting a reduction in partisan selective exposure due to incentives, we still observe elevated levels of selectivity even in the conditions where incentives are available”
Quote in the paperSubstantial claim - Findingown data
The availability of incentives reduces partisan gaps on the information items.
“While the availability of incentives reduces partisan gaps on the information items, the divides remain in the presence of incentives.”
Quote in the paperSubstantial claim - Findingown data
Partisans consulted congenial sources to the same extent whether or not they were incentivized to answer correctly.
“Partisans consulted congenial sources to the same extent whether or not they were incentivized to answer correctly.”
Quote in the paperSubstantial claim - Findingown data
Partisan divides remain among low-certainty respondents even when incentives are made available.
“Appendix TableB12also shows partisan divides remain among low-certainty respondents even when incentives are made available.”
Quote in the paperSubstantial claim - Findingown data
As shown in Table 6, partisan differences in news preferences are of similar magnitude across the unincentivized survey, the incentivized survey condition, and everyday web browsing behavior.
“As shown in Table 6, partisan di↵erences in news preferences are of similar magnitude across the di↵erent settings.”
Quote in the paperSubstantial claim - Findingown data
The correspondence between real-world media slant and experimental news selections is particularly strong for those with everyday media diets that range from moderate to conservative.
“The correspondence is particularly strong for those with everyday media diets that range from moderate to conservative.”
Quote in the paperNot a substantial claim - Findingown data
Figure 1 shows that news-seeking behavior within the experiment differs only slightly from news consumption in the real world.
“Figure 1 shows that news-seeking behavior within the experiment di↵ers only slightly from news consumption in the real world.”
Quote in the paperSubstantial claim - Findingown data
This remaining divide is roughly 45% of the initial partisan gap among low-certainty respondents.
“This is roughly 45% of the initial partisan gap among this group of low-certainty respondents.”
Quote in the paperNot a substantial claim - Findingown data
The remaining gap of .13 (95% CI [0.11, 0.15]) among incentivized respondents is statistically significant.
“This remaining gap of .13(95% Confidence Interval [0.11, 0.15]) is both substantial and statistically significant.”
Quote in the paperSubstantial claim - Findingown data
The study does not observe a detectable effect of incentives on response certainty.
“Below we consider the e↵ects of incentives on response certainty and do not observe a detectable e↵ects of incentives on this measure.”
Quote in the paperSubstantial claim - Findingown data
In both surveys there are limited differences in the partisan divide in the unincentivized conditions when incorporating sampling weights.
“In both surveys there are limited di↵erences in the partisan divide in the unincentivized conditions when incorporating these weights.”
Quote in the paperNot a substantial claim - Findingown data
In the conditions in which incentives are available, a partisan divide of 0.07 (95% CI [.02, 11]) remains among low-certainty respondents.
“In the conditions in which incentives are available, a partisan divide of 0.07 (95% Confidence Interval [.02, 11]) remains.”
Quote in the paperNot a substantial claim - Findingown data
Approximately two-thirds of the initial partisan divide in the unincentivized conditions persisted when respondents were offered the opportunity to earn rewards for correct responses.
“Approximately two-thirds of the initial partisan divide in the unincentivized conditions persisted when we o↵ered respondents the opportunity to earn rewards for correct responses.”
Quote in the paperSubstantial claim - Findingown data
The survey-based divides in news choice using the alternative approaches are similar in magnitude to those in the main text.
“As Table C2 indicates, the survey-based divides in news choice using these alternative approaches are similar in magnitude to those in the main text.”
Quote in the paperNot a substantial claim - Findingown data
Partisan divides on the information items remain in the presence of incentives.
“While the availability of incentives reduces partisan gaps on the information items, the divides remain in the presence of incentives.”
Quote in the paperSubstantial claim - Findingown data
Respondents for whom web traffic is observed are largely similar in demographic composition to the overall pooled sample across the surveys.
“This comparison shows that those respondents for which we observe web tra c are largely similar to the demographic compositon of our overall pooled sample across the surveys.”
Quote in the paperNot a substantial claim - Findingown data
In Survey 2 only with sampling weights, the study does not observe a significant or substantively large effect of incentives on news selection.
“Here, as with the pooled analysis, we do not observe a significant or substantively large e↵ect of incentives on news selection.”
Quote in the paperNot a substantial claim - Findingreasoning
The share of independents answering correctly falls in between those answering correctly among Democrats and Republicans.
“The share of independents answering correctly falls in between those answering correctly among Democrats and Republicans.”
Quote in the paperNot a substantial claim - Findingown data
For respondents with very liberal real-world media preferences, the correspondence is weaker; they were less apt to rely on the left-leaning sources available in the experiment.
“For respondents at the other end of the ideological spectrum the correspondence is weaker; those with very liberal real-world media preferences were less apt to rely on the left-leaning sources available in the experiment.”
Quote in the paperNot a substantial claim - Findingown data
The initial partisan gap in the unincentivized survey conditions is reduced by 27% of its initial size when incentives are made available.
“The initial partisan gap in the unincentivized survey conditions is reduced by 27% of its initial size when incentives are made available.”
Quote in the paperNot a substantial claim - Findingown data
Overall, there is a substantial correlation (.58) between the two measures of partisan slant.
“Overall, there is a substantial correlation (.58) between the two measures of partisan slant.”
Quote in the paperSubstantial claim - Findingnone given
The divides are comparable to those that emerge in real-world media choices outside the survey setting.
“As we later document in greater detail, these divides are also comparable to those that emerge in real-world media choices outside the survey setting.”
Quote in the paperNot a substantial claim - Premisecitation
Partisan divides over politically-relevant facts exist on topics ranging from economic performance to health care policy.
“A number of studies find that partisans disagree about politically-relevant facts on topics ranging from the performance of the economy (e.g., Bartels, 2002;Scha↵ner and Roche, 2017;Bisgaard and Slothuus, 2018) to the details of health care policy (e.g., Berinsky, 2017;Nyhan, 2010).”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationreasoning
The current information environment creates multiple opportunities and incentives for partisans to accept misinformation.
“The current information environment thus creates multiple opportunities and incentives for partisans to accept misinformation.”
Quote in the paperSubstantial claim - Interpretationown data
Cheerleading alone is an insufficient explanation for the partisan information divide.
“This means that cheerleading alone is an insu cient explanation for the partisan information divide.”
Quote in the paperSubstantial claim - Interpretationown data
Partisan cheerleading inflates divides in factual information, but only modestly.
“We find that partisan cheerleading inflates divides in factual information, but only modestly.”
Quote in the paperSubstantial claim - Interpretationown data
The 4:1 ratio in selection of co-partisan sources relative to out-partisan sources indicates that partisans prefer in-party to opposing sources by a wide margin.
“This 4:1 ratio in the selection of co-partisan sources, relative to out-partisan sources, is far from a complete partisan echo chamber, but indicates that partisans prefer in-party to opposing sources by a wide margin.”
Quote in the paperSubstantial claim - Premisecitation
A fundamental limitation of survey experimental designs is the generalizability of behavior observed in the experimental context.
“A fundamental limitation of survey experimental designs is the generalizability of behavior observed in the experimental context (Barabas and Jerit, 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Barabas and Jerit, 2010 source
- Study design and conductown data
Incentives have no direct effect on response certainty.
“However, we find no direct e↵ect of incentives on response certainty”
Quote in the paperSubstantial claim - Study design and conductown data
Similar findings are observed when estimating an alternative specification that incorporates the certainty with which misinformation is held but is not subject to post-treatment bias concerns.
“in Appendix B.9, observe similar findings when we estimate an alternative specification that incorporates the certainty with which misinformation is held, but is not subject to these concerns.”
Quote in the paperNot a substantial claim - Premisecitation
Berinsky (2018) found that incentives and related interventions designed to increase accuracy of survey responses have little impact on strongly valenced partisan beliefs.
“Contrary to these studies, recent work on the acceptance of rumors (Berinsky, 2018) reaches the conclusion that incentives and related interventions designed to increase the accuracy of survey responses have little impact on strongly valenced partisan beliefs.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Berinsky, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductcitation
The real-world media consumption choices reflect a mix of information acquisition, desire for congenial information and interest in non-political material available from these media sources.
“While we refer to this real-world browsing data, at times, as a measure of information search, we note here these real-world media consumption choices reflect a mix of information acquisition, desire for congenial information and interest in the non-political material available from these media sources (see e.g., Stroud, 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Stroud, 2011 source
- Premisecitation
The control-condition news selection pattern is consistent with recent observational studies of online web browsing behavior finding that partisans differ in their typical media diet even as they do not completely retreat into echo chambers.
“This is consistent with recent observational studies of online web browsing behavior which find that, with respect to political news, partisans di↵er in their typical media diet even as they do not completely retreat into echo chambers (see e.g., Peterson et al., ND, Flaxman et al., 2016, Guess, 2019).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Peterson et al., ND
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Flaxman et al., 2016 source
- cites Guess, 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Partisan divisions over political information are not always present; many topics have modest or non-existent partisan divides.
“Graham (ND) and Roush and Sood (2019) conduct systematic assessments of political information and identify many topics with modest or non-existent partisan divides.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Graham (ND)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Roush and Sood (2019)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationnone given
As predicted by the motivated reasoning hypothesis, partisans' news preferences are immune to the effects of financial incentives.
“As predicted by the motivated reasoning hypothesis, partisans' news preferences are immune to the e↵ects of financial incentives.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Partisans' continued preference for co-partisan news providers suggests that the expression of misinformed beliefs may have less to do with selective interpretation of neutral or unbiased information, and more to do with exposure to one-sided or biased information in the first place.
“Partisans' continued preference for co-partisan news providers, for instance, suggests that the expression of misinformed beliefs may have less to do with selective interpretation of neutral or unbiased information, and more to do with exposure to one-sided or biased information in the first place.”
Quote in the paperSubstantial claim - Interpretationown data
The study's primary contribution is to show that partisan divides over a new class of political information items-those directly related to ongoing political controversies-prove more resistant to incentives than the types of information questions previously considered.
“Instead, our primary contribution is to show that partisan divides over a new class of political information items -those directly related to ongoing political controversies -prove more resistant to incentives than the types of information questions previously considered.”
Quote in the paperSubstantial claim - Interpretationreasoning
The ready translation of partisan divides in the survey into web browsing behavior outside it suggests that, in terms of their ability to motivate information search, incentives for accuracy are no more pronounced in real-world news use than in the unincentivized survey conditions.
“The ready translation of partisan divides in the survey into web browsing behavior outside it suggests that, in terms of their ability to motivate information search, incentives for accuracy are no more pronounced in real-world news use than in the unincentivized survey conditions.”
Quote in the paperSubstantial claim - Premiseown data
Substantial partisan gaps also exist when similar items are asked in other surveys.
“Substantial partisan gaps also exist when similar items are asked in other surveys.”
Quote in the paperNot a substantial claim - Interpretationown data
The results in the main text are not an artifact of placing sources with ambiguous or contested reputations into the neutral category.
“Altogether, this analysis shows the results in the main text are not an artifact of placing sources with ambiguous or contested reputations into the neutral category.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: In the main text comparison, visits to CNN and the New York Times are considered neutral from the perspective of partisans by giving them a similar code to the expert sources.
- Interpretationown data
Relative to the findings on misinformation, the study's evidence concerning information search provides more one-sided support for motivated reasoning.
“Relative to the findings on misinformation, our evidence concerning information search provides more one-sided support for motivated reasoning.”
Quote in the paperSubstantial claim - Interpretationreasoning
The new survey items, rather than differences in how respondents in these surveys respond to incentives, are the factor that distinguishes the present study from earlier research using the incentive design.
“This points to these new survey items, rather than di↵erences in how respondents in these surveys respond to incentives, as the factor that distinguishes the present study from earlier research using the incentive design.”
Quote in the paperSubstantial claim - Interpretationown data
Even with the change in how media choice in the surveys is coded, there is a relatively high correspondence between the partisanship of an individual's news selections in the two settings.
“As in the analysis presented in the main text, and even with this change in how media choice in the surveys is coded, there is a relatively high correspondence between the partisanship of an individual's news selections in the two settings.”
Quote in the paperNot a substantial claim - Interpretationown data
Consistent with the motivated reasoning perspective, the studies indicate that partisans are genuinely committed to the inaccurate beliefs they report in surveys.
“Consistent with the motivated reasoning perspective, our studies indicate that partisans are genuinely committed to the inaccurate beliefs they report in surveys.”
Quote in the paperSubstantial claim - Study design and conductown data
The study's measure of news preferences (partisan slant) is validated.
“Having validated our measure of news preferences (partisan slant), we turn to the question of whether incentives strengthen or weaken the partisan divide in news preferences.”
Quote in the paperSubstantial claim - Interpretationreasoning
Thus, the partisan gaps revealed in the unincentivized conditions of the surveys are not outliers.
“Thus, the partisan gaps revealed in the unincentivized conditions of our surveys are not outliers.”
Quote in the paperNot a substantial claim - Interpretationown data
Relative to other comparisons of attitudes or behaviors observed within survey settings and real-world behavior, this represents an impressive degree of correspondence.
“Relative to other comparisons of attitudes or behaviors observed within survey settings and real-world behavior (see, for instance, Wicker, 1969;Bertrand and Mullainathan, 2001), this represents an impressive degree of correspondence.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Wicker, 1969 source
- cites Bertrand and Mullainathan, 2001
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
On the assumption that comprehension of information provided by expert sources requires greater effort, the lack of movement in information search is consistent with the interpretation that the mechanism underlying the effects of incentives is not cognitive effort, but honesty.
“On the assumption that comprehension of information provided by expert sources requires greater e↵ort, this lack of movement in information search is consistent with the interpretation that the mechanism underlying the e↵ects of incentives is not cognitive e↵ort, but honesty, as posited in previous studies of partisan cheerleading.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Comprehension of information provided by expert sources requires greater effort.
- Premiseown data
In the 2018 ANES pilot, 89% of Republicans indicated they believed illegal immigration increased crime, compared to only 30% of Democrats.
“The 2018 ANES pilot asked respondents “Does illegal immigration increase, decrease or have no e↵ect on the crime rate?” 89% of Republicans indicated they believed illegal immigration increased crime, compared to only 30% of Democrats.”
Quote in the paperNot a substantial claim - Interpretationown data
This suggests demographics do not inflate the baseline levels of partisan division in the experiments.
“This suggests demographics do not inflate the baseline levels of partisan division in our experiments.”
Quote in the paperNot a substantial claim - Premiseown data
In the ANES pilot, 93% of Democrats indicated the world's temperature had probably increased over the past 100 years, while only 56% of Republicans did.
“The ANES pilot also asked respondents whether the world's temperature had increased over the past 100 years.93% of Democrats indicated this “has probably been happening.”Only 56% of Republicans did.”
Quote in the paperNot a substantial claim
- Classified as probably not a substantial claim. 29
- May combine two claims. 27
Classified as probably not a substantial claim. May combine two claims.
PremisecitationIn the motivated reasoning account, polarization has strengthened partisans' willingness to ignore or counter-argue with credible facts that cast aspersions on their party or party leaders and to uncritically accept false information that reflects favorably on their side.
“In this motivated reasoning account, polarization has strengthened partisans' willingness to ignore or counter-argue with credible facts that cast aspersions on their party or party leaders and, conversely, to uncritically accept false information that reflects favorably on their side (Gaines et al., 2007;Shapiro and Block-Elkon, 2008;Kraft et al., 2015).”
Quote in the paperSubstantial claim1 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe amount of $0.50 per question falls between incentive levels used in previous studies.
“In a point we later revisit when discussing the implications of our findings, this amount falls in between the incentive levels used in previous studies.”
Quote in the paperNot a substantial claim1 of 2 sources checkedProbably not a substantial claim: may not pass S1 (asserted). May combine two claims.
PremisecitationIn the cheerleading account, partisans are in fact well informed, but prefer to act misinformed in surveys.
“In this view, partisans are in fact well informed, but prefer to act misinformed in surveys.”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Prior et al., 2015 source
- cites Bullock et al., 2015 source
The Abstract says partisan survey answers may reflect expressive cheerleading rather than sincere beliefs. But the Conclusion says cheerleading can be either informed or uninformed, so the claim overstates the account by saying partisans are well informed. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Scha↵ner and Luks, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Findingown dataThe point estimate for the effect of incentives on the probability of selecting a co-partisan news source is -0.003 (95% CI [-0.03, 0.02]), negative but substantively small and indistinguishable from zero.
“For instance, in Column 1 the point estimate for the e↵ect of incentives on the probability of selecting a co-partisan news source is negative, but substantively small and indistinguishable from zero (-0.003, 95% Confidence Interval [-0.03, 0.02]).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe partisan gap in information closes due to incentives but is not eliminated; large partisan divisions remain in the incentivized condition.
“While the partisan gap in information closes due to incentives, it is by no means eliminated.Large partisan divisions remain in the incentivized condition.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAmong respondents certain of their answers, the availability of incentives reduces partisan gaps on information items, but large divides remain even in the presence of incentives.
“While the availability of incentives reduces partisan gaps on the information items, large divides remain even in the presence of incentives.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe pattern of no sizeable or statistically significant effects of incentives on information source selection continues for expert sources, mainstream news sources, and out-partisan news sources.
“This pattern of no sizeable or statistically significant e↵ects of incentives on information source selection continues when we consider the probability of selecting an expert source (Column 2), one of the two mainstream news sources that was available (Column 3) or an out-partisan news source (Column 4).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe effect of incentives on partisan divides remains similar and statistically significant across strong partisans, information items where Democrats were motivated to answer incorrectly, and items where the incorrect answer was party-congenial for Republicans.
“There is some minor variation in the initial magnitude of these partisan divides across these di↵erent specifications, but the e↵ect of incentives remains similar and statistically significant e↵ect across all three.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe interaction between partisanship and the incentive treatment is negative and statistically significant (-0.10, 95% CI [-.12, -.08]).
“the interaction between partisanship and the incentive treatment is negative and statistically significant (-0.10, 95% Confidence Interval [-.12, -.08]).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAcross the news selections made in the control condition of the surveys, 29% of selections went to a co-partisan source, 26% went to the expert source, 38% to one of the two mainstream news sources, and only 7% to an out-party source.
“Across the news selections made in the control condition of the surveys (i.e., those where respondents were not assigned incentives for correct answers to the information questions), 29% of selections went to a co-partisan source, 26% went to the expert source, 38% to one of the two mainstream news sources and only 7% to an out-party source.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataWhen isolating the information items about unemployment, the pattern of findings is similar to previous work that considers this topic.
“We also note that, when isolating the information items about unemployment in Appendix Table B.1, we observe a similar pattern of findings to previous work that considers this topic.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe remaining gap of .27 (95% CI [0.24, 0.30]) is both substantial and statistically significant.
“This remaining gap of .27(95% Confidence Interval [0.24, 0.30]) is both substantial and statistically significant.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the certainty analysis, the initial magnitude of partisan divides is smaller across specifications, but the pattern is largely consistent with the earlier analysis.
“While the initial magnitude of these partisan divides is smaller across the various specifications in this more stringent coding, the pattern is largely consistent with our earlier analysis.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningIn general, respondents expressed a relatively high degree of certainty in their answers to the information questions.
“In general, respondents expressed a relatively high degree of certainty in their answers to the information questions.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn the more stringent coding isolating confident and misinformed responses, the initial magnitude of partisan divides is smaller across specifications, but the pattern is largely consistent with the earlier analysis.
“While the initial magnitude of these partisan divides is smaller across the various specifications in this more stringent coding, the pattern is largely consistent with our earlier analysis.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataUsing the 10-pt outcome incorporating certainty, the pattern is similar to the main text findings.
“Using this alternative outcome, we observe a similar pattern to the findings reported in the main text.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThese divides prove durable to the presence of incentives and when examined outside the survey environment.
“These divides prove durable to the presence of incentives and when examined outside the survey environment.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThis result does not hold in any of the other pooled or subset analyses considered, or if the effects are estimated in Study 1 without including sampling weights.
“We note this result does not hold in any of the other pooled or subset analyses we consider (or if we estimate the e↵ects of these features in Study 1 without including sampling weights)”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataTable B7 replicates the analysis for Republicans, again finding no substantively significant effect of incentives on news choice.
“Table B7 replicates this analysis for Republicans, again finding no substantively significant e↵ect of incentives on news choice.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataWhen isolating the unemployment items, the findings resemble earlier studies.
“We note that when we isolate the unemployment items, our findings resemble earlier studies.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe availability of incentives reduced, but did not eliminate, the partisan divide in information.
“The availability of incentives reduced, but did not eliminate, the partisan divide in information.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe initial partisan divide over these items is slightly smaller in the second survey relative to the first.
“The initial partisan divide over these items is slightly smaller in the second survey relative to the first.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataWe observe web tracking data for 46% of the pooled sample across the two surveys.
“We observe web tracking data for 46% of our pooled sample across the two surveys.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThis analysis shows a largely similar pattern of findings across the two surveys as in the pooled analysis in the main text.
“This analysis shows a largely similar pattern of findings across the two surveys as we find in our pooled analysis in the main text.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe results remain similar when reanalyzing the experiments in each survey individually using the sampling weights provided by YouGov.
“although we note our results remain similar when we reanalyze the experiments in each survey individually using the sampling weights provided by YouGov (See Appendix B)”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe total number of unique respondents is less than the sum of respondents across the two survey waves because 954 respondents were re-interviewed and appeared in both.
“Because there was a panel structure to the survey data, in which 954 respondents were re-interviewed and appeared in both, the total number of unique respondents is less than the sum of respondents across the two survey waves.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe pattern of reduction but persistence of the partisan divide was observed for both Democrats and Republicans, depending on the partisan valence of the topic.
“We observed this pattern for both Democrats and Republicans, depending on the partisan valence of the topic.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWhen the outcome variable is correct answers, the point estimate for the effect of incentives among independents falls in between those for Democrats and Republicans, although it does not reach statistical significance.
“When the outcome variable is operationalized in this way, the point estimate for this group falls in between those for Democrats and Republicans, although it does not reach statistical significance.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataIn Survey 1 only with sampling weights, the study observes a decline in co-partisan news choice selection and an increase in the probability of selecting neutral news sources.
“It is important to note that in this subset of the data and approach to analysis we observe a decline in co-partisan news choice selection and an increase in the probability of selecting neutral news sources.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIndividuals accept misinformation and go on to incorporate it into their future political decisions.
“Individuals accept misinformation and go on to incorporate it into their future political decisions (see e.g., Thorson, 2016;Swire et al., 2017;Flynn and Krupnikov, 2019).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Thorson, 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Swire et al., 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Flynn and Krupnikov, 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationThe surveys use YouGov's standard procedure of drawing a sample matched to voting-age population on key demographic characteristics.
“These surveys use the firm's standard procedure of drawing a sample from its panel that is matched to the voting-age population on key demographic characteristics (e.g., Vavreck and Iyengar, 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Vavreck and Iyengar, 2011 source
Classified as probably not a substantial claim.
Study design and conductown dataRespondents were randomly assigned to either receive or not receive incentives for correctly answering political knowledge questions.
“First, following earlier studies, we randomly assign survey respondents to either receive or not receive incentives for correctly answering political knowledge questions.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningFrom the motivated reasoning perspective, the divides in political information that result from motivated reasoning are real and troubling.
“Importantly for what follows, from this perspective the divides in political information that result from motivated reasoning are real and troubling.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataOverall findings support the motivated reasoning interpretation of misinformation; partisans seek out information with congenial slant and sincerely adopt inaccurate beliefs that cast their party in a favorable light.
“Overall, our findings support the motivated reasoning interpretation of misinformation; partisans seek out information with congenial slant and sincerely adopt inaccurate beliefs that cast their party in a favorable light.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductreasoningOur design does not let us distinguish motivated reasoning from other processes such as differential beliefs regarding source credibility and evidence quality.
“Our design does not let us distinguish motivated reasoning from these other processes.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe results are no different when the two surveys are considered separately.
“Because of their similar formats, we pool the surveys together for analysis, although in Appendix B we note the results are no di↵erent when we consider the surveys separately.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThere is little evidence that the sample's age and education deviations contribute to the findings; robustness checks incorporating survey weights yield similar results.
“At the same time, there is little evidence this contributes to our findings, particularly as we see similar results in robustness checks that incorporate survey weights to correct for these deviations between our realized sample and nationally-representative targets (See Appendix B).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Premisenone givenThere is agreement that on many political information questions Democrats and Republicans gravitate to survey responses that cast their party in a favorable light.
“In summary, there is agreement that on many political information questions Democrats and Republicans gravitate to survey responses that cast their party in a favorable light.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe unweighted sample used in the primary analysis is older and more highly educated than a nationally-representative sample would be.
“We note here that the unweighted sample used in our primary analysis is older and more highly educated than a nationally-representative sample would be (see Table A1 for demographic information).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe study's evidence cannot speak to the correspondence between survey-based and behavioral measures of media exposure in settings other than desktop web browsing.
“We note our evidence cannot speak to the correspondence between survey-based and behavioral measures of media exposure in these other settings, which represent a setting for future work.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThis pattern is expected, as independents lack the directional pressures to engage in motivated reasoning or cheerlead for their party that face partisan respondents across the set of items focused on here.
“This pattern is expected, as independents lack the directional pressures, either to engage in motivated reasoning or cheerlead for their party, that face partisan respondents across the set of items focused on here.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoningThe study cannot address the possibility that for some partisans the psychic rewards for cheerleading exceed the monetary rewards available in the studies, which would mean the incentive conditions still contain some degree of insincere cheerleading.
“One challenge to the validity of this motivated reasoning interpretation is that we cannot address the possibility that, for some partisans, the “psychic” rewards for cheerleading exceed the monetary rewards available in our studies.This would mean the incentive conditions in our design still contain some degree of insincere cheerleading.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe articles in the survey were edited to ensure they were of similar length (roughly 250-300 words) for each information source.
“The articles that respondents encountered in the survey were edited to ensure they were of similar length (roughly 250-300 words) for each information source.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe available sample for the analysis in C.3 is 840, slightly smaller than the entire web traffic sample because 15 respondents did not visit any of the political websites on the list.
“The available sample here (840) is slightly smaller than the entire web tra c sample because 15 respondents in the web tra c sample did not visit any of the political websites on our list, meaning we are unable to categorize the partisan slant of their real-world political media exposure.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationown dataThis appears to be, in part, because including the sampling weights increases the amount of co-partisan source selection in the control group.
“This appears to be, in part, because including the sampling weights increases the amount of co-partisan source selection in the control group.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Interpretationown dataThe study has interpreted the magnitude of the partisan information divide and the stability of partisans' preferences for congenial information as evidence of motivated reasoning stemming from polarization.
“We have interpreted the magnitude of the partisan information divide and the stability of partisans' preferences for congenial information as evidence of motivated reasoning stemming from polarization --the interpretation commonly given in the misinformation literature.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductreasoningThe articles were based on content that had originally appeared from the source it was attributed to in the survey, to ensure each article could be realistically viewed as coming from that outlet and to ensure the choice set reflected the real-world array of news coverage.
“These articles were all based on content that had originally appeared from the source it was attributed to in the survey.This was done to ensure each article could be realistically viewed as coming from that outlet and to ensure the choice set in the study reflected the real-world array of news coverage available on that topic from media outlets with di↵ering ideological reputations.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenRespondents were recruited using YouGov's standard approach of matching a non-representative online sample to a nationally representative target.
“Respondents were recruited using YouGov's standard approach of matching a non-representative online sample to a nationally representative target.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe study's measure only captures web browsing conducted from desktop computers and misses other forms of media use such as mobile web browsing and cable television consumption.
“We emphasize here that our measure only captures web browsing conducted from desktop computers.This misses other forms of media use (e.g., mobile web browsing and cable television consumption).”
Quote in the paperNot a substantial claim
The paper relies on this without support.
The partisan leanings of the news sources (MSNBC/Huffington Post as left-leaning, Fox News/Breitbart as right-leaning, CNN/New York Times as mainstream) are as categorized.
“In each case, respondents could choose to read information from one left-leaning source (i.e., MSNBC or Hu ngton Post), one right-leaning source (i.e., Fox News or Breitbart), one source with specialized expertise (e.g., excerpts from a Bureau of Labor Statistics press release in the case of a question about the unemployment rate), or from a pair of mainstream news sources (i.e., CNN, New York Tim”
The authors state this as an assumption.
Comprehension of information provided by expert sources requires greater effort.
“On the assumption that comprehension of information provided by expert sources requires greater e↵ort”
The authors state this as an assumption.
In the main text comparison, visits to CNN and the New York Times are considered neutral from the perspective of partisans by giving them a similar code to the expert sources.
“In the comparison between survey-based and real-world news choice presented in the main text, we consider visits to CNN and the New York Times to be neutral, from the perspective of partisans, by giving them a similar code to the expert sources.”
The paper relies on this without support.
In public perceptions of perceived slant and audience partisanship, the mainstream outlets CNN and the New York Times appear similar to left-leaning news sources such as Huffington Post and MSNBC.
“We recognize that, in public perceptions of their perceived slant and the partisanship of their audiences, the mainstream outlets we consider (i.e., CNN and the New York Times) appear similar to the left-leaning news sources (i.e., Hu ngton Post and MSNBC).”
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?
The YouGov survey platform is a representative sampling platform that matches a randomly-drawn sampling frame of the U.S. population with opt-in respondents and has been widely validated.
“We recruited 500 participants from the YouGov survey platform, a representative sampling platform that matches a randomly-drawn sampling frame of the U.S. population with members from their opt-in respondents based on a large set of variables38,39; the platform has been widely validated. 40”
From Public opinion on types of voice systems for older adults (2024) · cites this paper as [39]
The Data and Additional information sections (pages not given) describe YouGov matching an online panel sample to a nationally representative target on key demographics. They do not establish that the target frame is randomly drawn or that the platform has been widely validated; the Data section also notes that the study’s unweighted sample was not nationally representative. (LLM, conf=0.85)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Pooled sample size conflicts with wave sizes and overlap
MinorTable A1 reports 1,017 and 1,754 respondents in the two waves and 1,852 unique pooled respondents. If 954 respondents appeared in both waves, those wave sizes imply 1,017 + 1,754 − 954 = 1,817 unique respondents, 35 fewer than reported.
“Sample Size 64600 1852 1017 1754”
“Because there was a panel structure to the survey data, in which 954 respondents were re-interviewed and appeared in both, the total number of unique respondents is less than the sum of respondents across the two survey waves.”
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Berinsky, A. J. (2015) · British Journal of Political Science · doi:10.1017/s0007123415000186 · Cited by 511 · see citing works
Are Survey Experiments Externally Valid?
BARABAS, J., & JERIT, J. (2010) · American Political Science Review · doi:10.1017/s0003055410000092 · Cited by 481 · cited 1× · see citing works
“A fundamental limitation of survey experimental designs is the generalizability of behavior observed in the experimental context (Barabas and Jerit, 2010).”
BackgroundClearer Cues, More Consistent Voters: A Benefit of Elite Polarization
Levendusky, M. S. (2010) · Political Behavior · doi:10.1007/s11109-009-9094-0 · Cited by 438 · see citing works
Partisan Perceptual Bias and the Information Environment
Jerit, J., & Barabas, J. (2012) · The Journal of Politics · doi:10.1017/s0022381612000187 · Cited by 425 · see citing works
Prior, M., Sood, G., & Khanna, K. (2015) · Quarterly Journal of Political Science · doi:10.1561/100.00014127 · Cited by 418 · cited 12× · see citing works
“In this respect our study is similar to the first study in Bullock et al. (2015) and Prior et al. (2015), but departs from the conditions in the second study of Bullock et al. (2015) in which partisan divides over fact decline when a “Don’t know” option is made available.”
BackgroundMethodResultInfluentialProcessing political misinformation: comprehending the Trump phenomenon
Swire, B., Berinsky, A. J., Lewandowsky, S., & Ecker, U. K. H. (2017) · Royal Society Open Science · doi:10.1098/rsos.160802 · Cited by 386 · cited 1× · see citing works
“Individuals accept misinformation and go on to incorporate it into their future political decisions (see e.g., Thorson, 2016; Swire et al., 2017; Flynn and Krupnikov, 2019).”
BackgroundBisgaard, M. (2015) · The Journal of Politics · doi:10.1086/681591 · Cited by 347 · cited 1× · see citing works
“Bartels concluded partisans’ perceptions of the economy, rather than reflecting real-world conditions, showed “substantial partisan bias” (p. 136; see also Scha↵ner and Roche, 2016; Bisgaard, 2015).”
BackgroundUncivil Agreement: How Politics Became Our Identity
Mason, L. (2018) · Cited by 347 · see citing works
Do People Mean What They Say? Implications for Subjective Survey DataPreprint
Bertrand, M., & Mullainathan, S. (2001) · SSRN Electronic Journal · doi:10.2139/ssrn.260131 · Cited by 337 · cited 1× · see citing works
“Relative to other comparisons of attitudes or behaviors observed within survey settings and real-world behavior (see, for instance, Wicker, 1969; Bertrand and Mullainathan, 2001), this represents an impressive degree of correspondence.”
BackgroundMoney, Time, and Political Knowledge: Distinguishing Quick Recall and Political Learning Skills
Prior, M., & Lupia, A. (2008) · American Journal of Political Science · doi:10.1111/j.1540-5907.2007.00306.x · Cited by 297 · see citing works
Improving Media Effects Research through Better Measurement of News Exposure
Prior, M. (2009) · The Journal of Politics · doi:10.1017/s0022381609090781 · Cited by 294 · see citing works
Partisanship in a Social Setting
Klar, S. (2014) · American Journal of Political Science · doi:10.1111/ajps.12087 · Cited by 290 · see citing works
A Study of Thinking.J. S. Bruner , J. J. Goodnow , G. A. Austin
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Why People “Don’t Trust the Evidence”: Motivated Reasoning and Scientific Beliefs
Kraft, P. W., Lodge, M., & Taber, C. S. (2015) · The ANNALS of the American Academy of Political and Social Science · doi:10.1177/0002716214554758 · Cited by 283 · cited 3× · see citing works
“…partisans’ willingness to ignore or counter-argue with credible facts that cast aspersions on their party or party leaders and, conversely, to uncritically accept false information that reflects favorably on their side (Gaines et al., 2007; Shapiro and Block-Elkon, 2008; Kraft et al., 2015).”
BackgroundPartisan Elites as Culprits? How Party Cues Shape Partisan Perceptual Gaps
Bisgaard, M., & Slothuus, R. (2018) · American Journal of Political Science · doi:10.1111/ajps.12349 · Cited by 269 · see citing works
Jerit, J., & Zhao, Y. (2020) · Annual Review of Political Science · doi:10.1146/annurev-polisci-050718-032814 · Cited by 263 · see citing works
Edlin, A. S., Gelman, A., & Kaplan, N. J. (2007) · Rationality and Society · doi:10.1177/1043463107077384 · Cited by 255 · cited 1× · see citing works
“On the other hand, the material incentives for accuracy available in our study are likely weaker than those facing voters who perceive substantial societal stakes in an election outcome (Edlin et al., 2007) or feel social pressure to accurately process information (Klar, 2014).”
BackgroundThe Home as a Political Fortress: Family Agreement in an Era of Polarization
Iyengar, S., Konitzer, T., & Tedin, K. L. (2018) · The Journal of Politics · doi:10.1086/698929 · Cited by 254 · cited 2× · see citing works
“, 2012; Mason, 2018) that they avoid social interactions with out-party members (Huber and Malhotra, 2017; Iyengar et al., 2018).”
BackgroundSelf-citationDo Facts Matter? Information and Misinformation in American Politics
Hochschild, J. L., & Einstein, K. L. (2015) · Political Science Quarterly · doi:10.1002/polq.12398 · Cited by 223 · see citing works
Berinsky, A. J. (2017) · The Journal of Politics · doi:10.1086/694258 · Cited by 217 · cited 3× · see citing works
“Contrary to these studies, recent work on the acceptance of rumors (Berinsky, 2018) reaches the conclusion that incentives and related interventions designed to increase the accuracy of survey responses have little impact on strongly valenced partisan beliefs.”
BackgroundResultWhy the "Death Panel" Myth Wouldn't Die: Misinformation in the Health Care Reform Debate
Nyhan, B. J. (2010) · The Forum · doi:10.2202/1540-8884.1354 · Cited by 198 · see citing works
Misinformation or Expressive Responding?
Schaffner, B. F., & Luks, S. (2017) · Public Opinion Quarterly · doi:10.1093/poq/nfx042 · Cited by 188 · see citing works
Misinformation and Motivated Reasoning: Responses to Economic News in a Politicized Environment
Schaffner, B. F., & Roche, C. (2016) · Public Opinion Quarterly · doi:10.1093/poq/nfw043 · Cited by 180 · see citing works
DO THE FACTS SPEAK FOR THEMSELVES? PARTISAN DISAGREEMENT AS A CHALLENGE TO DEMOCRATIC COMPETENCE
Shapiro, R. Y., & Bloch‐Elkon, Y. (2008) · Critical Review · doi:10.1080/08913810802316373 · Cited by 178 · see citing works
Partisan Bias, Economic Expectations, and Household Spending
Mian, A., Sufi, A., & Khoshkhou, N. (2021) · The Review of Economics and Statistics · doi:10.1162/rest_a_01056 · Cited by 171 · see citing works
Josh Pasek, B., Stark, T., Krosnick, J. A., & Tompson, T. N. (2014) · Electoral Studies · doi:10.1016/j.electstud.2014.09.009 · Cited by 168 · cited 1× · see citing works
“For this reason, several studies note the need to consider the certainty with which respondents hold their beliefs (e.g., Pasek et al., 2015; Graham, ND).”
BackgroundGarrett, R. K., Weeks, B. E., & Neo, R. L. (2016) · Journal of Computer-Mediated Communication · doi:10.1111/jcc4.12164 · Cited by 167 · see citing works
Bullock, J. G., & Lenz, G. (2019) · Annual Review of Political Science · doi:10.1146/annurev-polisci-051117-050904 · Cited by 165 · see citing works
Partisan selective exposure in online news consumption: evidence from the 2016 presidential campaign
Peterson, E., Goel, S., & Iyengar, S. (2019) · Political Science Research and Methods · doi:10.1017/psrm.2019.55 · Cited by 156 · see citing works
Self-citationMeasure for Measure: An Experimental Test of Online Political Media Exposure
Guess, A. M. (2014) · Political Analysis · doi:10.1093/pan/mpu010 · Cited by 130 · see citing works
Economic Behavior and the Partisan Perceptual Screen
McGrath, M. C. (2017) · Quarterly Journal of Political Science · doi:10.1561/100.00015100 · Cited by 122 · see citing works
The Consequences of Partisanship in Economic Perceptions
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Voting as a Rational Choice: Why and How People Vote to Improve the Well-Being of Others
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False Alarm: The Truth About Political Mistruths in the Trump Era
Porter, E. V., & Wood, T. (2019) · Cited by 57 · see citing works
Self-Awareness of Political Knowledge
GRAHAM, M. H. (2018) · Political Behavior · doi:10.1007/s11109-018-9499-8 · Cited by 56 · see citing works
Identifying the Effect of Political Rumor Diffusion Using Variations in Survey Timing
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The Future of Political Communication Research: Online Panels and Experimentation
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Self-citationPublic Opinion and Foreign Policy
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A Gap in Our Understanding? Reconsidering the Evidence for Partisan Knowledge Gaps
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Misinformation and the Justification of Socially Undesirable Preferences
Flynn, D. J., & Krupnikov, Y. (2018) · Journal of Experimental Political Science · doi:10.1017/xps.2018.12 · Cited by 7 · cited 1× · see citing works
“Individuals accept misinformation and go on to incorporate it into their future political decisions (see e.g., Thorson, 2016; Swire et al., 2017; Flynn and Krupnikov, 2019).”
Background
Flagged first, then by citations
Research works printed but not linked: 1
- Iyengar, Shanto, Gaurav Sood and Yphtach Lelkes. 2012. "A↵ect, Not Ideology: A Social Identity Perspective on Polarization." Public Opinion Quarterly 76(3): 405-431.
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Designing Information Provision Experiments
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Conservatives’ susceptibility to political misperceptions
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Megastudy testing 25 treatments to reduce antidemocratic attitudes and partisan animosity
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Megastudy testing 25 treatments to reduce antidemocratic attitudes and partisan animosity
Voelkel, J. G., Stagnaro, M. N., Chu, J. Y., Pink, S. L., Mernyk, J. S., Redekopp, C., Ghezae, I., Cashman, M., Adjodah, D., Allen, L. G., et al. (2024) · Science · doi:10.1126/science.adh4764 · Cited by 174 · see citing works
Online searches to evaluate misinformation can increase its perceived veracity
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A Psychology of Ideology: Unpacking the Psychological Structure of Ideological Thinking
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Affective polarization and misinformation belief
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“Such studies have found that the misinformation beliefs reported in surveys are genuine (Peterson & Iyengar, 2021; Berinsky, 2018).”
BackgroundInfluentialLearning to Dislike Your Opponents: Political Socialization in the Era of Polarization
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Designing Information Provision ExperimentsPreprint
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The cognitive science of fake news
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Expressive Responding and Belief in 2020 Election Fraud
Graham, M. H., & Yair, O. (2023) · Political Behavior · doi:10.1007/s11109-023-09875-w · Cited by 31 · see citing works
Fiddling while Democracy Burns: Partisan Reactions to Weak Democracy in Latin America
Singer, M. (2021) · Perspectives on Politics · doi:10.1017/s1537592721002899 · Cited by 46 · see citing works
When Do Sources Persuade? The Effect of Source Credibility on Opinion Change
von Hohenberg, B. C., & Guess, A. M. (2022) · Journal of Experimental Political Science · doi:10.1017/xps.2022.2 · Cited by 43 · see citing works
The Liar’s Dividend: Can Politicians Claim Misinformation to Evade Accountability?
Schiff, K. J., Schiff, D. S., & Bueno, N. S. (2024) · American Political Science Review · doi:10.1017/s0003055423001454 · Cited by 39 · see citing works
People believe political opponents accept blatant moral wrongs, fueling partisan divides
Puryear, C., Kubin, E., Schein, C., Bigman, Y., Ekstrom, P. D., & Gray, K. J. (2024) · PNAS Nexus · doi:10.1093/pnasnexus/pgae244 · Cited by 40 · see citing works
The Influence of Unknown Media on Public Opinion: Evidence from Local and Foreign News Sources
Peterson, E., & Allamong, M. B. (2021) · American Political Science Review · doi:10.1017/s0003055421001234 · Cited by 40 · see citing works
Self-citationMauk, M., & Grömping, M. (2023) · Comparative Political Studies · doi:10.1177/00104140231193008 · Cited by 36 · see citing works
Does affective polarization contribute to democratic backsliding in America?
Druckman, J. N., Green, D. P., & Iyengar, S. (2023) · The ANNALS of the American Academy of Political and Social Science · doi:10.1177/00027162241228952 · Cited by 33 · see citing works
Self-citationHow 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
The Misinformation Receptivity Framework
Zmigrod, L., Burnell, R., & Hameleers, M. (2023) · European Psychologist · doi:10.1027/1016-9040/a000498 · Cited by 26 · see citing works
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A Psychology of Ideology: Unpacking the Psychological Structure of Ideological ThinkingPreprint
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The Costs of Polarizing a Pandemic: Antecedents, Consequences, and Lessons
Van Bavel, J. J., Pretus, C., Rathje, S., Pärnamets, P., Vlasceanu, M., & Knowles, E. D. (2024) · Perspectives on Psychological Science · doi:10.1177/17456916231190395 · Cited by 29 · see citing works
Why regional spending does not affect support for the European Union
Ward, A., Tilley, J. R., & HOBOLT, S. B. (2025) · Journal of European Public Policy · doi:10.1080/13501763.2025.2479532 · Cited by 20 · see citing works
Partisan bias in false memories for misinformation about the 2021 U.S. Capitol riot
Calvillo, D. P., Harris, J. D., & Hawkins, W. C. (2022) · Memory · doi:10.1080/09658211.2022.2127771 · Cited by 20 · see citing works
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A representative survey experiment of motivated climate change denial
Stötzer, L. S., & Zimmermann, F. (2024) · Nature Climate Change · doi:10.1038/s41558-023-01910-2 · Cited by 20 · see citing works
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Adapting and evolving: Generation Z's information beliefs
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Priming Self-Reported Partisanship
Schiff, K. J., Montagnes, B. P., & Peskowitz, Z. (2022) · Public Opinion Quarterly · doi:10.1093/poq/nfac032 · Cited by 15 · see citing works
Sincere or Motivated? Partisan Bias in Advice-taking
Zhang, Y., & Rand, D. G. (2021) · Judgment and Decision Making · doi:10.1017/jdm.2023.28 · Cited by 15 · see citing works
How Media, Information Sources, and Trust Shape Climate Change Denial or Doubt
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Identity Driven Information Ecosystems
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Cheerleading in Cyberspace: How the American Public Judges Attribution Claims for Cyberattacks
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The Effects of Elite Attacks on Copartisan Media: Evidence from Trump and Fox News
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“The Big Lie”: How Fact Checking Influences Support for Insurrection
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Fake news and its electoral consequences: a survey experiment on Mexico
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“Motivated reasoning is cited as an underlying cause of such receptivity and the CIE of fake news (Nir 2011; Peterson and Iyengar 2021; Taber and Lodge 2006).”
Repetition increases belief in climate-skeptical claims, even for climate science endorsers
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“For instance, under a motivated reasoning framework, people may seek out more evidence that is congruent with their beliefs [68] and regard such evidence as stronger than incongruent evidence [69], which over time may lead to more elaboration, higher accessibility, and more fluent processing of…”
BackgroundWittenberg, C. E., Baum, M., Berinsky, A. J., Benedictis-Kessner, J. D., & Yamamoto, T. (2023) · The Journal of Politics · doi:10.1086/724960 · Cited by 12 · see citing works
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Factual knowledge can reduce attitude polarization
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“…different things, including people ’ s tendency to actively seek pro-attitudinal information and avoid counter-attitudinal information (i.e., selective exposure 42 ) and the way people engage with pro-and counter-attitudinal information once they encounter it (i.e., information processing 17 ).”
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Motivated Cognition in Cooperation
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Partisan reasoning in a high stakes environment: Assessing partisan informational gaps on COVID-19
Peterson, E., & Iyengar, S. (2022) · Harvard Kennedy School Misinformation Review · doi:10.37016/mr-2020-96 · Cited by 10 · see citing works
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Public Opinion About the Benefit, Risk, and Acceptance of Aerial Manipulation Systems
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“YouGov draws a representative sample that is demographically matched to the general US population from their US panel of two million opt-in participants, using partner organizations to supplement the sample when needed [76], [77].”
BackgroundHedonism as a motive for information search: biased information-seeking leads to biased beliefs
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Does incentivization promote sharing “true” content online?
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The Liar’s Dividend: Can Politicians Claim Misinformation to Evade Accountability?
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Using generative AI to increase sceptics’ engagement with climate science
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Political ideology and environmentalism impair logical reasoning
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Optimal Persuasion under Confirmation Bias: Theory and Evidence From a Registered Report
Christensen, L. (2021) · Journal of Experimental Political Science · doi:10.1017/xps.2021.21 · Cited by 8 · see citing works
Kołczyńska, M. (2022) · Journal of Contemporary European Studies · doi:10.1080/14782804.2022.2162486 · Cited by 8 · see citing works
Authoritarians Do It Better? Belief in Misinformation in Turkey
Andı, S., Çarkoğlu, A., Baruh, L., & Bocskay, Z. (2025) · The International Journal of Press/Politics · doi:10.1177/19401612241307812 · Cited by 7 · see citing works
Testing the Effect of Information on Discerning the Veracity of News in Real Time
Aslett, K., Sanderson, Z., Godel, W., Persily, N., Nagler, J., Bonneau, R., & Tucker, J. A. (2023) · Journal of Experimental Political Science · doi:10.1017/xps.2023.20 · Cited by 7 · see citing works
Testing an Integrated Theory: Distancing Norms in the Early Months of Covid-19
Horne, C., & Johnson, M. K. (2021) · Sociological Perspectives · doi:10.1177/07311214211005493 · Cited by 7 · see citing works
Poll Wars: Perceptions of Poll Credibility and Voting Behaviour
Dawson, S. (2022) · The International Journal of Press/Politics · doi:10.1177/19401612221087181 · Cited by 7 · see citing works
Reducing Misinformation When Motivated to Consume: Experimental Evidence from Côte d’IvoirePreprint
Gottlieb, J., Adida, C. L., & Moussa, R. K. (2022) · doi:10.31219/osf.io/6x4wy · Cited by 7 · see citing works
Group Identity and Belief Formation: A Decomposition of Political PolarizationPreprint
Bauer, K., Chen, Y., Hett, F., & Kosfeld, M. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4670473 · Cited by 7 · see citing works
Election Denial as a News Coverage Dilemma: A Survey Experiment with Local Journalists
Peterson, E., McGregor, S. C., & Block, R. (2025) · Political Communication · doi:10.1080/10584609.2025.2456524 · Cited by 6 · see citing works
“This indicates genuine belief, rather than expressive responding, underlies their responses (Graham and Yair 2024; Peterson & Iyengar, 2021).”
Self-citationNews Use, Political Knowledge, and Misperceptions in 18 Countries across the Global North
Aelst, P. V., Gehle, L., Schemer, C., Strömbäck, J., & Zoizner, A. (2026) · Cambridge University Press eBooks · doi:10.1017/9781009632430 · Cited by 6 · see citing works
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Mason, L. (2023) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780197541302.013.23 · Cited by 6 · see citing works
Kołczyńska, M., & Sadowski, I. (2022) · Acta Politica · doi:10.1057/s41269-022-00249-4 · Cited by 6 · see citing works
The Liar’s Dividend: Can Politicians Use Deepfakes and Fake News to Evade Accountability?
Schiff, K. J., Schiff, D. S., & Bueno, N. (2022) · doi:10.31235/osf.io/q6mwn · Cited by 6 · see citing works
The effect of war on redistribution preferences
Zakharov, A. V., & Chapkovski, P. (2024) · Journal of Public Economics · doi:10.1016/j.jpubeco.2024.105284 · Cited by 5 · see citing works
Response Decoupling and Partisans' Evaluations of Politicians' Transgressions
Yair, O., & Schaffner, B. F. (2022) · Political Behavior · doi:10.1007/s11109-022-09796-0 · Cited by 5 · see citing works
The influence of cycle lanes on road users’ perception of road space
Loyola, M., Nelson, J. D., Clifton, G., & Levinson, D. M. (2023) · Urban Planning and Transport Research · doi:10.1080/21650020.2023.2195894 · Cited by 5 · see citing works
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Do Political Endorsements Affect Support for Conspiracy Theories?
Turgeon, M., & Freire, A. (2024) · Social Science Quarterly · doi:10.1111/ssqu.13480 · Cited by 4 · see citing works
Who Are the Election Skeptics? Evidence from the 2022 Midterm Elections
Holliday, D. E., Grimmer, J., Yphtach Lelkes, B., & Westwood, S. J. (2024) · Election Law Journal Rules Politics and Policy · doi:10.1089/elj.2024.0010 · Cited by 4 · see citing works
Evidence Can Change Partisan Minds but Less So in Hostile Contexts
Kim, J. W. (2025) · British Journal of Political Science · doi:10.1017/s0007123424000899 · Cited by 4 · see citing works
Partisan Expressive Responding: Lessons from Two Decades of Research
GRAHAM, M. H. (2026) · American Political Science Review · doi:10.1017/s0003055426101452 · Cited by 4 · see citing works
Asmiyanto, T., Ferezagia, D. V., Inamullah, M. H., et al. (2021) · Lincoln (University of Nebraska) · Cited by 4 · see citing works
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Partisan political beliefs and social learning
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Rational Choice as an Empirical and Normative Model of Political Behavior
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Partisan belief in new misinformation is resistant to accuracy incentives
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“When in doubt, individuals must decide which sources to believe in. Residual partisan differences in belief may then arise from motivated advice-taking and greater placement of trust in sources that are ideologically aligned (18, 23 – 25).”
Illés, G., & Körösényi, A. (2021) · Contemporary Political Theory · doi:10.1057/s41296-021-00525-6 · Cited by 4 · see citing works
“1470-8914 Contemporary Political Theory Vol. 21, 3, 419–442 (Petersen and Iyengar, 2020, p. 133).”
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How Sticky Is Pink Slime? Assessing the Credibility of Deceptive Local Media
Darr, J. (2023) · The Annals of the American Academy of Political and Social Science · doi:10.1177/00027162231214696 · Cited by 4 · see citing works
“Avid national news followers, however, might be less aware of their legacy local outlets or find partisan outlets more trustworthy (Peterson and Iyengar 2022).”
Background
- Authors
- Peterson, E., & Iyengar, S.
- Affiliations
- Texas A&M University (US)
- Stanford University (US)
- Corresponding author
- Peterson, Erik
- Iyengar, Shanto
- Venue
- American Journal of Political Science
- Publisher
- Center for Open Science
- Published
- 2019-10-29
- Volume
- 65
- Issue
- 1
- Pages
- 133-147
- ISSN
- 0092-5853 (ISSN-L)
- OpenAlex
- W3036144303
- Semantic Scholar
- b411421cb65bc4fbfaf5893995d7b481907711da
- Cited by
- 241
- References
- 72
- Citations by year
- 2026: 48 · 2025: 51 · 2024: 26 · 2023: 48 · 2022: 49 · 2021: 17 · 2020: 2
- FWCI
- 38.04
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- American Journal of Political Science (publishedVersion)
- SocArXiv (OSF Preprints) (submittedVersion, cc-by)
- SocArXiv (OSF Preprints) (submittedVersion)
- Funders
- William and Flora Hewlett Foundation
- Topics
- Social Sciences › Sociology and Political Science › Misinformation and Its Impacts
- Social Sciences › Political Science and International Relations › Electoral Systems and Political Participation
- Social Sciences › Sociology and Political Science › Media Influence and Politics
- Keywords
- motivated reasoning, partisan polarization, information seeking, misinformation, political information sources, survey incentives, web browsing data
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.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-23.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-23.
Cited sources are checked by gpt-6-sol.
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 ›
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