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dc.contributor.authorChen, Sihua
dc.contributor.authorQiu, Han
dc.contributor.authorZhao, Shifei
dc.contributor.authorHan, Yuyu
dc.contributor.authorHe, Wei
dc.contributor.authorSiponen, Mikko
dc.contributor.authorMou, Jian
dc.contributor.authorXiao, Hua
dc.date.accessioned2022-07-15T08:02:30Z
dc.date.available2022-07-15T08:02:30Z
dc.date.issued2022
dc.identifier.citationChen, S., Qiu, H., Zhao, S., Han, Y., He, W., Siponen, M., Mou, J., & Xiao, H. (2022). When more is less : the other side of artificial intelligence recommendation. <i>Journal of Management Science and Engineering</i>, <i>7</i>(2), 213-232. <a href="https://doi.org/10.1016/j.jmse.2021.08.001" target="_blank">https://doi.org/10.1016/j.jmse.2021.08.001</a>
dc.identifier.otherCONVID_99280220
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/82313
dc.description.abstractBased on consumers' preferences, AI (artificial intelligence) recommendation automatically filters information, which provokes scholars' debate. Supporters believe that by analyzing the consumers' preferences, AI recommendation enables consumers to choose products more quickly and with lower cost. Critics deem that consumers are more easily trapped in information cocoons because of the use of AI recommendation. This reduces the possibility of consumers contacting with a variety of commodities, thus lowering the consumer decision quality. Based on experiments, this paper discusses the moderating role of AI recommendation on the relationship of consumers' preferences and information cocoons. Moreover, it examines the relationship between information cocoons and consumer decision quality. The findings are: AI recommendation strengthens consumers' preferences; consumers' preferences are positively correlated with information cocoons and further leads to the decline of consumers’ decision quality. In the AI era, this paper contributes to revealing the dark sides of AI recommendation and provides empirical evidence for the regulation of AI behaviors.en
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherElsevier; China Science Publishing & Media Ltd.
dc.relation.ispartofseriesJournal of Management Science and Engineering
dc.rightsCC BY 4.0
dc.subject.otherAI recommendation
dc.subject.otherconsumers' preferences
dc.subject.otherinformation cocoon
dc.subject.otherconsumer decision quality
dc.titleWhen more is less : the other side of artificial intelligence recommendation
dc.typearticle
dc.identifier.urnURN:NBN:fi:jyu-202207153877
dc.contributor.laitosInformaatioteknologian tiedekuntafi
dc.contributor.laitosFaculty of Information Technologyen
dc.type.urihttp://purl.org/eprint/type/JournalArticle
dc.type.coarhttp://purl.org/coar/resource_type/c_2df8fbb1
dc.description.reviewstatuspeerReviewed
dc.format.pagerange213-232
dc.relation.issn2096-2320
dc.relation.numberinseries2
dc.relation.volume7
dc.type.versionpublishedVersion
dc.rights.copyright© 2021 China Science Publishing & Media Ltd.
dc.rights.accesslevelopenAccessfi
dc.subject.ysoverkkokauppa
dc.subject.ysokuluttajakäyttäytyminen
dc.subject.ysosuosittelujärjestelmät
dc.subject.ysotekoäly
dc.subject.ysoostopäätökset
dc.format.contentfulltext
jyx.subject.urihttp://www.yso.fi/onto/yso/p9457
jyx.subject.urihttp://www.yso.fi/onto/yso/p8576
jyx.subject.urihttp://www.yso.fi/onto/yso/p28483
jyx.subject.urihttp://www.yso.fi/onto/yso/p2616
jyx.subject.urihttp://www.yso.fi/onto/yso/p28108
dc.rights.urlhttps://creativecommons.org/licenses/by/4.0/
dc.relation.doi10.1016/j.jmse.2021.08.001
jyx.fundinginformationThis work is supported by the NSFC (72002088); Jiangxi Natural Science Fund (20192BAB207010); Science and Technology Project Founded by the Education Department of Jiangxi Province (GJJ190292); Jiangxi Province Postgraduate Innovation Special Fund Project (YC2019-B090; YC2020-B138); Teaching Reform Research Project of Jiangxi Province Degree and Postgraduate Education (JXYJG-2020-085).
dc.type.okmA1


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