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How does users' interest influence their click behavior?: evidence from Chinese online video media
Interest is one of the main factors motivating an individual's behavior, and its effect in the learning process has been widely confirmed in educational psychology. The purpose of this study was to explore the influence of individual interest, topic interest and situational interest on the user...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10359899/ https://www.ncbi.nlm.nih.gov/pubmed/37484075 http://dx.doi.org/10.3389/fpsyg.2023.1101396 |
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author | Li, Dongqi Tang, Zihuang Zhao, Nan |
author_facet | Li, Dongqi Tang, Zihuang Zhao, Nan |
author_sort | Li, Dongqi |
collection | PubMed |
description | Interest is one of the main factors motivating an individual's behavior, and its effect in the learning process has been widely confirmed in educational psychology. The purpose of this study was to explore the influence of individual interest, topic interest and situational interest on the user's video click behavior in the online video browsing situation. We constructed an online experiment in which each participant was asked to use questionnaires to assess their responses to video categories, titles, and covers from the video-sharing website, Bilibili. Based on these responses, we obtained individual interests, topic interests, situational interests, and click behavior of the participants toward the videos. Correlation, regression and mediation analyses were conducted to explore the effects and mechanisms of the three interests on click behavior. The results found: (1) individual interest may have a positive but relatively weaker effect on click behavior, and (2) topic interest and situational interest positively predicted click behavior in all categories. The mediation analysis found: (1) in the otomads and fashion categories, the effect of individual interest on click behavior was partially mediated by topic and situational interest, and (2) in the anime, digits, life, dance, music, game, entertainment, and knowledge categories, the effect of individual interest on click behavior was fully mediated by topic interest and situational interest. These results revealed the facilitating effects and different effect modes of individual, topic, and situational interest on click behavior. These findings shed light on the influence mechanism of interests on video click behavior in different video categories and provide new insights into related applications such as recommender. |
format | Online Article Text |
id | pubmed-10359899 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-103598992023-07-22 How does users' interest influence their click behavior?: evidence from Chinese online video media Li, Dongqi Tang, Zihuang Zhao, Nan Front Psychol Psychology Interest is one of the main factors motivating an individual's behavior, and its effect in the learning process has been widely confirmed in educational psychology. The purpose of this study was to explore the influence of individual interest, topic interest and situational interest on the user's video click behavior in the online video browsing situation. We constructed an online experiment in which each participant was asked to use questionnaires to assess their responses to video categories, titles, and covers from the video-sharing website, Bilibili. Based on these responses, we obtained individual interests, topic interests, situational interests, and click behavior of the participants toward the videos. Correlation, regression and mediation analyses were conducted to explore the effects and mechanisms of the three interests on click behavior. The results found: (1) individual interest may have a positive but relatively weaker effect on click behavior, and (2) topic interest and situational interest positively predicted click behavior in all categories. The mediation analysis found: (1) in the otomads and fashion categories, the effect of individual interest on click behavior was partially mediated by topic and situational interest, and (2) in the anime, digits, life, dance, music, game, entertainment, and knowledge categories, the effect of individual interest on click behavior was fully mediated by topic interest and situational interest. These results revealed the facilitating effects and different effect modes of individual, topic, and situational interest on click behavior. These findings shed light on the influence mechanism of interests on video click behavior in different video categories and provide new insights into related applications such as recommender. Frontiers Media S.A. 2023-07-06 /pmc/articles/PMC10359899/ /pubmed/37484075 http://dx.doi.org/10.3389/fpsyg.2023.1101396 Text en Copyright © 2023 Li, Tang and Zhao. 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 Li, Dongqi Tang, Zihuang Zhao, Nan How does users' interest influence their click behavior?: evidence from Chinese online video media |
title | How does users' interest influence their click behavior?: evidence from Chinese online video media |
title_full | How does users' interest influence their click behavior?: evidence from Chinese online video media |
title_fullStr | How does users' interest influence their click behavior?: evidence from Chinese online video media |
title_full_unstemmed | How does users' interest influence their click behavior?: evidence from Chinese online video media |
title_short | How does users' interest influence their click behavior?: evidence from Chinese online video media |
title_sort | how does users' interest influence their click behavior?: evidence from chinese online video media |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10359899/ https://www.ncbi.nlm.nih.gov/pubmed/37484075 http://dx.doi.org/10.3389/fpsyg.2023.1101396 |
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