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Why do people resist algorithms? From the perspective of short video usage motivations
Algorithms embedded in media applications increasingly influence individuals’ media practice and behavioral decisions. However, it is also important to consider how the influence of such algorithms can be resisted. Few studies have explored the resistant outcomes of the interactions with algorithms....
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9450936/ https://www.ncbi.nlm.nih.gov/pubmed/36092084 http://dx.doi.org/10.3389/fpsyg.2022.941640 |
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author | Xie, Xinzhou Du, Yan Bai, Qiyu |
author_facet | Xie, Xinzhou Du, Yan Bai, Qiyu |
author_sort | Xie, Xinzhou |
collection | PubMed |
description | Algorithms embedded in media applications increasingly influence individuals’ media practice and behavioral decisions. However, it is also important to consider how the influence of such algorithms can be resisted. Few studies have explored the resistant outcomes of the interactions with algorithms. Based on an affordance perspective, this study constructed a formation framework of algorithmic resistance in the context of short videos in China. Survey responses from 2,000 short video users to test the model. Exploratory factor analysis, confirmatory factor analysis, and structural equation modeling were used for data analysis. The findings reveal two types of “moderate” resistance: avoidance and obfuscation. Specific needs, such as the motivations of peeking and escapism, are significantly related to perceived algorithmic affordance, which, in turn, encourages the tactics of avoidant and obfuscated resistance. The results provide new insights into the potential formation mechanisms of algorithmic resistance. The forms of resistance highlighted in the paper evolve alongside algorithms and have significant practical implications for users and platforms. |
format | Online Article Text |
id | pubmed-9450936 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94509362022-09-08 Why do people resist algorithms? From the perspective of short video usage motivations Xie, Xinzhou Du, Yan Bai, Qiyu Front Psychol Psychology Algorithms embedded in media applications increasingly influence individuals’ media practice and behavioral decisions. However, it is also important to consider how the influence of such algorithms can be resisted. Few studies have explored the resistant outcomes of the interactions with algorithms. Based on an affordance perspective, this study constructed a formation framework of algorithmic resistance in the context of short videos in China. Survey responses from 2,000 short video users to test the model. Exploratory factor analysis, confirmatory factor analysis, and structural equation modeling were used for data analysis. The findings reveal two types of “moderate” resistance: avoidance and obfuscation. Specific needs, such as the motivations of peeking and escapism, are significantly related to perceived algorithmic affordance, which, in turn, encourages the tactics of avoidant and obfuscated resistance. The results provide new insights into the potential formation mechanisms of algorithmic resistance. The forms of resistance highlighted in the paper evolve alongside algorithms and have significant practical implications for users and platforms. Frontiers Media S.A. 2022-08-24 /pmc/articles/PMC9450936/ /pubmed/36092084 http://dx.doi.org/10.3389/fpsyg.2022.941640 Text en Copyright © 2022 Xie, Du and Bai. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Xie, Xinzhou Du, Yan Bai, Qiyu Why do people resist algorithms? From the perspective of short video usage motivations |
title | Why do people resist algorithms? From the perspective of short video usage motivations |
title_full | Why do people resist algorithms? From the perspective of short video usage motivations |
title_fullStr | Why do people resist algorithms? From the perspective of short video usage motivations |
title_full_unstemmed | Why do people resist algorithms? From the perspective of short video usage motivations |
title_short | Why do people resist algorithms? From the perspective of short video usage motivations |
title_sort | why do people resist algorithms? from the perspective of short video usage motivations |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9450936/ https://www.ncbi.nlm.nih.gov/pubmed/36092084 http://dx.doi.org/10.3389/fpsyg.2022.941640 |
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