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The myopia of crowds: Cognitive load and collective evaluation of answers on Stack Exchange

Crowds can often make better decisions than individuals or small groups of experts by leveraging their ability to aggregate diverse information. Question answering sites, such as Stack Exchange, rely on the “wisdom of crowds” effect to identify the best answers to questions asked by users. We analyz...

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Detalles Bibliográficos
Autores principales: Burghardt, Keith, Alsina, Emanuel F., Girvan, Michelle, Rand, William, Lerman, Kristina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5354439/
https://www.ncbi.nlm.nih.gov/pubmed/28301531
http://dx.doi.org/10.1371/journal.pone.0173610
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author Burghardt, Keith
Alsina, Emanuel F.
Girvan, Michelle
Rand, William
Lerman, Kristina
author_facet Burghardt, Keith
Alsina, Emanuel F.
Girvan, Michelle
Rand, William
Lerman, Kristina
author_sort Burghardt, Keith
collection PubMed
description Crowds can often make better decisions than individuals or small groups of experts by leveraging their ability to aggregate diverse information. Question answering sites, such as Stack Exchange, rely on the “wisdom of crowds” effect to identify the best answers to questions asked by users. We analyze data from 250 communities on the Stack Exchange network to pinpoint factors affecting which answers are chosen as the best answers. Our results suggest that, rather than evaluate all available answers to a question, users rely on simple cognitive heuristics to choose an answer to vote for or accept. These cognitive heuristics are linked to an answer’s salience, such as the order in which it is listed and how much screen space it occupies. While askers appear to depend on heuristics to a greater extent than voters when choosing an answer to accept as the most helpful one, voters use acceptance itself as a heuristic, and they are more likely to choose the answer after it has been accepted than before that answer was accepted. These heuristics become more important in explaining and predicting behavior as the number of available answers to a question increases. Our findings suggest that crowd judgments may become less reliable as the number of answers grows.
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spelling pubmed-53544392017-04-06 The myopia of crowds: Cognitive load and collective evaluation of answers on Stack Exchange Burghardt, Keith Alsina, Emanuel F. Girvan, Michelle Rand, William Lerman, Kristina PLoS One Research Article Crowds can often make better decisions than individuals or small groups of experts by leveraging their ability to aggregate diverse information. Question answering sites, such as Stack Exchange, rely on the “wisdom of crowds” effect to identify the best answers to questions asked by users. We analyze data from 250 communities on the Stack Exchange network to pinpoint factors affecting which answers are chosen as the best answers. Our results suggest that, rather than evaluate all available answers to a question, users rely on simple cognitive heuristics to choose an answer to vote for or accept. These cognitive heuristics are linked to an answer’s salience, such as the order in which it is listed and how much screen space it occupies. While askers appear to depend on heuristics to a greater extent than voters when choosing an answer to accept as the most helpful one, voters use acceptance itself as a heuristic, and they are more likely to choose the answer after it has been accepted than before that answer was accepted. These heuristics become more important in explaining and predicting behavior as the number of available answers to a question increases. Our findings suggest that crowd judgments may become less reliable as the number of answers grows. Public Library of Science 2017-03-16 /pmc/articles/PMC5354439/ /pubmed/28301531 http://dx.doi.org/10.1371/journal.pone.0173610 Text en © 2017 Burghardt et al http://creativecommons.org/licenses/by/4.0/ 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 author and source are credited.
spellingShingle Research Article
Burghardt, Keith
Alsina, Emanuel F.
Girvan, Michelle
Rand, William
Lerman, Kristina
The myopia of crowds: Cognitive load and collective evaluation of answers on Stack Exchange
title The myopia of crowds: Cognitive load and collective evaluation of answers on Stack Exchange
title_full The myopia of crowds: Cognitive load and collective evaluation of answers on Stack Exchange
title_fullStr The myopia of crowds: Cognitive load and collective evaluation of answers on Stack Exchange
title_full_unstemmed The myopia of crowds: Cognitive load and collective evaluation of answers on Stack Exchange
title_short The myopia of crowds: Cognitive load and collective evaluation of answers on Stack Exchange
title_sort myopia of crowds: cognitive load and collective evaluation of answers on stack exchange
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5354439/
https://www.ncbi.nlm.nih.gov/pubmed/28301531
http://dx.doi.org/10.1371/journal.pone.0173610
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