Social Media Use and Consumption Culture: Evidence from a Cross-Sectional Survey and Machine Learning Approach of College Students
Authors
Xinzhu Pu1, 2, Yanning Wang3, Zichuan Huang4, Zhe Zhang1, *
1School of Humanities and Law, North China University of Technology, Beijing, China
2Graduate School of Humanities and Social Sciences, Hiroshima University, Hiroshima, Japan
3School of Economics and Management, North China University of Technology, Beijing, China
4School of Information, North China University of Technology, Beijing, China
*Corresponding author.
Email: zhangzhe@ncut.edu.cn
Corresponding Author
Zhe Zhang
Available Online 27 December 2022.
- DOI
- 10.2991/978-94-6463-064-0_40How to use a DOI?
- Keywords
- consumption culture; social media use; cross-sectional survey; machine learning
- Abstract
As an essential information tool for daily lives, social media has profoundly affected the consumption of college students. However, no study has investigated the mechanism. This paper bridges the gap by testing a dual mediation path model in a sample of undergraduate students (N = 713), and using machine learning to explore the relationship between social media use, upward social comparison, self-disclosure and consumption culture. As predicted, upward social comparison and self-disclosure, both independent and serially, mediated the positive association between social media use and consumption culture.
- Copyright
- © 2023 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Xinzhu Pu AU - Yanning Wang AU - Zichuan Huang AU - Zhe Zhang PY - 2022 DA - 2022/12/27 TI - Social Media Use and Consumption Culture: Evidence from a Cross-Sectional Survey and Machine Learning Approach of College Students BT - Proceedings of the 2022 3rd International Conference on Big Data and Social Sciences (ICBDSS 2022) PB - Atlantis Press SP - 372 EP - 378 SN - 2589-4900 UR - https://doi.org/10.2991/978-94-6463-064-0_40 DO - 10.2991/978-94-6463-064-0_40 ID - Pu2022 ER -