Learning Together Slowly: Bayesian Learning about Political Facts

@article{Hill2017LearningTS,
  title={Learning Together Slowly: Bayesian Learning about Political Facts},
  author={Seth J. Hill},
  journal={The Journal of Politics},
  year={2017},
  volume={79},
  pages={1403 - 1418}
}
  • Seth J. Hill
  • Published 16 August 2017
  • Economics
  • The Journal of Politics
Although many studies suggest that voters learn about political facts with prejudice toward their preexisting beliefs, none have fully characterized all inputs to Bayes’ Rule, leaving uncertainty about the magnitude of bias. This paper evaluates political learning by first highlighting the importance of careful measures of each input and then presenting a statistical model and experiment that measure the magnitude of departure from Bayesian learning. Subjects learn as cautious Bayesians… 
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References

SHOWING 1-10 OF 52 REFERENCES
Managing Self-Confidence ∗
Stylized evidence suggests that people process information about their own ability in a biased manner. We provide a precise characterization of the nature and extent of these biases. We directly
Partisan Bias and the Bayesian Ideal in the Study of Public Opinion
Bayes’ Theorem is increasingly used as a benchmark against which to judge the quality of citizens’ thinking, but some of its implications are not well understood. A common claim is that Bayesians
MISPERCEPTIONS ABOUT PERCEPTUAL BIAS
▪ Abstract Do people assimilate new information in an efficient and unbiased manner—that is, do they update prior beliefs in accordance with Bayes' rule? Or are they selective in the way that they
Diverging Opinions
We commonly observe cases where two people who see the same evidence draw opposite conclusions, and that additional information seems only to polarize them further. One view of this is that it
Money, Time, and Political Knowledge: Distinguishing Quick Recall and Political Learning Skills
Surveys provide widely cited measures of political knowledge. Do seemingly arbitrary features of survey interviews affect their validity? Our answer comes from experiments embedded in a
Democratic Accountability and Retrospective Voting: A Laboratory Experiment
Understanding the incentives of politicians requires understanding the nature of voting behavior. I conduct a laboratory experiment to investigate whether voters focus on the problem of electoral
Sources of Bias in Retrospective Decision Making: Experimental Evidence on Voters’ Limitations in Controlling Incumbents
Are citizens competent to assess the performance of incumbent politicians? Observational studies cast doubt on voter competence by documenting several biases in retrospective assessments of
Is Voter Competence Good for Voters?: Information, Rationality, and Democratic Performance
A long research tradition in behavioral political science evaluates the performance of democracy by examining voter competence. This literature got its start arguing that voters' lack of information
Biased Assimilation and Attitude Polarization: The Effects of Prior Theories on Subsequently Considered Evidence
People who hold strong opinions on complex social issues are likely to examine relevant empirical evidence in a biased manner. They are apt to accept "confirming" evidence at face value while
Partisan Disagreements Arising from Rationalization of Common Information*
  • B. Lauderdale
  • Psychology
    Political Science Research and Methods
  • 2015
Why do opposing partisans sometimes disagree about the facts and processes that are relevant to understanding political issues? One explanation is that citizens may have a psychological tendency
...
...