{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T21:13:44Z","timestamp":1780607624681,"version":"3.54.1"},"reference-count":67,"publisher":"Emerald","issue":"3","license":[{"start":{"date-parts":[[2020,11,12]],"date-time":"2020-11-12T00:00:00Z","timestamp":1605139200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["INTR"],"published-print":{"date-parts":[[2021,5,19]]},"abstract":"<jats:sec><jats:title content-type=\"abstract-subheading\">Purpose<\/jats:title><jats:p>The use of consumer credit by Chinese citizens has risen rapidly in the Internet era. The purpose of this paper is to predict a mechanism for credit consumption through Internet usage, with social comparison and materialism as mediators. Four types of Internet usage (social use, entertainment use, informational use, and online shopping) were identified to investigate whether different types of Internet usage influence credit consumption differently and whether the influencing mechanisms vary.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Design\/methodology\/approach<\/jats:title><jats:p>A structured online survey involving 558 valid responses from Chinese college students was completed, with structural equation modeling being applied to analyze the collected data.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Findings<\/jats:title><jats:p>Among the four types of Internet activities, online shopping was found to be the most significant predictor of credit consumption; results show that it influences credit consumption through two indirect pathways: materialism and a combination of social comparison and materialism. Social use was found to only affect credit consumption through materialism. In contrast, the influences of both informational use and entertainment use on credit consumption were insignificant.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title><jats:p>By testing the concurrent mediating effects of social comparison and materialism, this study broadens our understanding of how Internet usage and credit consumption are connected. While most studies empirically test overall Internet usage and focus on direct relationships, we identify four types of Internet activities and demonstrate the mechanisms by which different types of Internet usage influence credit consumption, and how consumption varies based on Internet activity.<\/jats:p><\/jats:sec>","DOI":"10.1108\/intr-08-2019-0357","type":"journal-article","created":{"date-parts":[[2020,11,12]],"date-time":"2020-11-12T06:38:58Z","timestamp":1605163138000},"page":"1083-1101","source":"Crossref","is-referenced-by-count":21,"title":["How does internet usage affect the credit consumption among Chinese college students? 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(1992), \u201cMedia images, materialism, and what ought to be: the role of social comparison\u201d, in Rudmin, F. and Richins, M.L. (Eds), Meaning, Measure, and Morality of Materialism, Association for Consumer Research, Provo, UT, pp. 202-206."},{"issue":"1","key":"key2021052005022183600_ref047","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1086\/383436","article-title":"The material values scale: measurement properties and development of a short form","volume":"31","year":"2004","journal-title":"Journal of Consumer Research"},{"issue":"2","key":"key2021052005022183600_ref048","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1509\/jppm.30.2.141","article-title":"Materialism, transformation expectations, and spending: implications for credit use","volume":"30","year":"2011","journal-title":"Journal of Public Policy and Marketing"},{"issue":"3","key":"key2021052005022183600_ref049","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1086\/209304","article-title":"A consumer values orientation for materialism and its measurement: scale development and validation","volume":"19","year":"1992","journal-title":"Journal of Consumer Research"},{"issue":"3","key":"key2021052005022183600_ref050","first-page":"76","article-title":"Likes' as social rewards: their role in online social comparison and decisions to like other people's selfies","volume":"92","year":"2019","journal-title":"Computers in Human Behavior"},{"issue":"8","key":"key2021052005022183600_ref051","doi-asserted-by":"crossref","first-page":"494","DOI":"10.1089\/cyber.2017.0162","article-title":"Identity confusion and materialism mediate the relationship between excessive social network site usage and online compulsive buying","volume":"20","year":"2017","journal-title":"Cyberpsychology, Behavior, and Social Networking"},{"key":"key2021052005022183600_ref052","doi-asserted-by":"crossref","unstructured":"Shrum, L.J. 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