Belief Formation Under Signal Correlation
Tanjim Hossain () and
Ryo Okui
Working Paper Series from Institute of Economic Research, Seoul National University
Abstract:
Using a set of incentivized laboratory experiments, we characterize how people form beliefs about a random variable based on independent and correlated signals. First, we theoretically show that, while pure correlation neglect always leads to overvaluing of correlated signals, that may not happen if people also exhibit overprecision perceiving signals to be more precise than they actually are. Our experimental results reveal that, while subjects do overvalue moderately or strongly correlated signals, they undervalue weakly correlated signals, suggesting concurrent presence of correlation neglect and overprecision. Estimated parameters of our model suggest that subjects show a nearly complete level of correlation neglect and also suffer from a high level of overprecision. Additionally, we find that subjects do not fully benefit from wisdom of the crowd-they undervalue aggregated information about others¡¯ actions in favor of their private information. This is consistent with models of overprecision where people do not properly incorporate the variance reducing power of averages.
Keywords: Correlated and independent signals; information processing; bounded rationality; correlation neglect; overprecision; belief elicitation; wisdom of the crowd (search for similar items in EconPapers)
JEL-codes: C91 D81 D83 D84 (search for similar items in EconPapers)
Date: 2019-03
New Economics Papers: this item is included in nep-exp and nep-upt
References: Add references at CitEc
Citations: View citations in EconPapers (2)
Downloads: (external link)
https://ier.snu.ac.kr/activity/working-papers?md=download&seqidx=15
Related works:
Journal Article: Belief formation under signal correlation (2024) 
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:snu:ioerwp:no115
Access Statistics for this paper
More papers in Working Paper Series from Institute of Economic Research, Seoul National University Contact information at EDIRC.
Bibliographic data for series maintained by Hojung Lee ().