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Individual differences in the perception of probability
In recent studies of humans estimating non-stationary probabilities, estimates appear to be unbiased on average, across the full range of probability values to be estimated. This finding is surprising given that experiments measuring probability estimation in other contexts have often identified con...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8043721/ https://www.ncbi.nlm.nih.gov/pubmed/33793574 http://dx.doi.org/10.1371/journal.pcbi.1008871 |
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author | Khaw, Mel W. Stevens, Luminita Woodford, Michael |
author_facet | Khaw, Mel W. Stevens, Luminita Woodford, Michael |
author_sort | Khaw, Mel W. |
collection | PubMed |
description | In recent studies of humans estimating non-stationary probabilities, estimates appear to be unbiased on average, across the full range of probability values to be estimated. This finding is surprising given that experiments measuring probability estimation in other contexts have often identified conservatism: individuals tend to overestimate low probability events and underestimate high probability events. In other contexts, repulsive biases have also been documented, with individuals producing judgments that tend toward extreme values instead. Using extensive data from a probability estimation task that produces unbiased performance on average, we find substantial biases at the individual level; we document the coexistence of both conservative and repulsive biases in the same experimental context. Individual biases persist despite extensive experience with the task, and are also correlated with other behavioral differences, such as individual variation in response speed and adjustment rates. We conclude that the rich computational demands of our task give rise to a variety of behavioral patterns, and that the apparent unbiasedness of the pooled data is an artifact of the aggregation of heterogeneous biases. |
format | Online Article Text |
id | pubmed-8043721 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-80437212021-04-21 Individual differences in the perception of probability Khaw, Mel W. Stevens, Luminita Woodford, Michael PLoS Comput Biol Research Article In recent studies of humans estimating non-stationary probabilities, estimates appear to be unbiased on average, across the full range of probability values to be estimated. This finding is surprising given that experiments measuring probability estimation in other contexts have often identified conservatism: individuals tend to overestimate low probability events and underestimate high probability events. In other contexts, repulsive biases have also been documented, with individuals producing judgments that tend toward extreme values instead. Using extensive data from a probability estimation task that produces unbiased performance on average, we find substantial biases at the individual level; we document the coexistence of both conservative and repulsive biases in the same experimental context. Individual biases persist despite extensive experience with the task, and are also correlated with other behavioral differences, such as individual variation in response speed and adjustment rates. We conclude that the rich computational demands of our task give rise to a variety of behavioral patterns, and that the apparent unbiasedness of the pooled data is an artifact of the aggregation of heterogeneous biases. Public Library of Science 2021-04-01 /pmc/articles/PMC8043721/ /pubmed/33793574 http://dx.doi.org/10.1371/journal.pcbi.1008871 Text en © 2021 Khaw et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Khaw, Mel W. Stevens, Luminita Woodford, Michael Individual differences in the perception of probability |
title | Individual differences in the perception of probability |
title_full | Individual differences in the perception of probability |
title_fullStr | Individual differences in the perception of probability |
title_full_unstemmed | Individual differences in the perception of probability |
title_short | Individual differences in the perception of probability |
title_sort | individual differences in the perception of probability |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8043721/ https://www.ncbi.nlm.nih.gov/pubmed/33793574 http://dx.doi.org/10.1371/journal.pcbi.1008871 |
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