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There is no belief update bias for neutral events: failure to replicate Burton et al. (2022)

Garrett, Neil; Sharot, Tali; (2023) There is no belief update bias for neutral events: failure to replicate Burton et al. (2022). Journal of Cognitive Psychology , 35 (8) pp. 876-886. 10.1080/20445911.2023.2245112. Green open access

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Abstract

In a recent paper, Burton et al. claim that individuals update beliefs to a greater extent when learning an event is less likely compared to more likely than expected. Here, we investigate Burton’s et al.’s, findings. First, we show how Burton et al.’s data do not in fact support a belief update bias for neutral events. Next, in an attempt to replicate their findings, we collect a new data set employing the original belief update task design, but with neutral events. A belief update bias for neutral events is not observed. Finally, we highlight the statistical errors and confounds in Burton et al.’s design and analysis. This includes mis-specifying a reinforcement learning approach to model the data and failing to follow standard computational model fitting sanity checks such as parameter recovery, model comparison and out of sample prediction. Together, the results find little evidence for biased updating for neutral events.

Type: Article
Title: There is no belief update bias for neutral events: failure to replicate Burton et al. (2022)
Location: England
Open access status: An open access version is available from UCL Discovery
DOI: 10.1080/20445911.2023.2245112
Publisher version: http://dx.doi.org/10.1080/20445911.2023.2245112
Language: English
Additional information: Copyright © 2023 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The terms on which this article has been published allow the posting of the Accepted Manuscript in a repository by the author(s) or with their consent.
Keywords: Optimism; belief updating;asymmetric learning
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences > Experimental Psychology
URI: https://discovery.ucl.ac.uk/id/eprint/10187924
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