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The extent of algorithm aversion in decision-making situations with varying gravity

Algorithms already carry out many tasks more reliably than human experts. Nevertheless, some subjects have an aversion towards algorithms. In some decision-making situations an error can have serious consequences, in others not. In the context of a framing experiment, we examine the connection betwe...

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Detalles Bibliográficos
Autores principales: Filiz, Ibrahim, Judek, Jan René, Lorenz, Marco, Spiwoks, Markus
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9942970/
https://www.ncbi.nlm.nih.gov/pubmed/36809526
http://dx.doi.org/10.1371/journal.pone.0278751
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author Filiz, Ibrahim
Judek, Jan René
Lorenz, Marco
Spiwoks, Markus
author_facet Filiz, Ibrahim
Judek, Jan René
Lorenz, Marco
Spiwoks, Markus
author_sort Filiz, Ibrahim
collection PubMed
description Algorithms already carry out many tasks more reliably than human experts. Nevertheless, some subjects have an aversion towards algorithms. In some decision-making situations an error can have serious consequences, in others not. In the context of a framing experiment, we examine the connection between the consequences of a decision-making situation and the frequency of algorithm aversion. This shows that the more serious the consequences of a decision are, the more frequently algorithm aversion occurs. Particularly in the case of very important decisions, algorithm aversion thus leads to a reduction of the probability of success. This can be described as the tragedy of algorithm aversion.
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spelling pubmed-99429702023-02-22 The extent of algorithm aversion in decision-making situations with varying gravity Filiz, Ibrahim Judek, Jan René Lorenz, Marco Spiwoks, Markus PLoS One Research Article Algorithms already carry out many tasks more reliably than human experts. Nevertheless, some subjects have an aversion towards algorithms. In some decision-making situations an error can have serious consequences, in others not. In the context of a framing experiment, we examine the connection between the consequences of a decision-making situation and the frequency of algorithm aversion. This shows that the more serious the consequences of a decision are, the more frequently algorithm aversion occurs. Particularly in the case of very important decisions, algorithm aversion thus leads to a reduction of the probability of success. This can be described as the tragedy of algorithm aversion. Public Library of Science 2023-02-21 /pmc/articles/PMC9942970/ /pubmed/36809526 http://dx.doi.org/10.1371/journal.pone.0278751 Text en © 2023 Filiz 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
Filiz, Ibrahim
Judek, Jan René
Lorenz, Marco
Spiwoks, Markus
The extent of algorithm aversion in decision-making situations with varying gravity
title The extent of algorithm aversion in decision-making situations with varying gravity
title_full The extent of algorithm aversion in decision-making situations with varying gravity
title_fullStr The extent of algorithm aversion in decision-making situations with varying gravity
title_full_unstemmed The extent of algorithm aversion in decision-making situations with varying gravity
title_short The extent of algorithm aversion in decision-making situations with varying gravity
title_sort extent of algorithm aversion in decision-making situations with varying gravity
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9942970/
https://www.ncbi.nlm.nih.gov/pubmed/36809526
http://dx.doi.org/10.1371/journal.pone.0278751
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