信息资源管理学报2025，Vol.15Issue(5)：99-115,17.DOI:10.13365/j.jirm.2025.05.099
算法滥用视角下社交媒体用户算法意识对隐私风险应对行为的影响机制研究
Exploring the Influence Mechanism of Social Media Users' Algorithm Awareness on Privacy Risk Coping Behaviors:A Perspective from Algorithm Abuse
摘要
Abstract
Based on the APCO(Antecedents-Privacy Concerns-Outcomes)model framework,this study adopts a mixed-method approach combining qualitative and quantitative research to examine the impact of users' algorithm awareness and privacy concerns on their privacy risk coping behaviors,from the perspec-tive of algorithm abuse.In the qualitative study,in-depth interviews with 24 social media users were conduc-ted and analyzed with grounded theory,aiming to identify key dimensions of privacy concerns under the lens of algorithm abuse.In the quantitative study,survey data from 513 users were empirically analyzed using structural equation modeling to examine the direct effect of algorithm awareness on privacy risk coping be-haviors and to further explore the mediating roles of five identified privacy concern factors.Results from the qualitative analysis reveal five key privacy concern dimensions:perceived privacy intrusion,perceived algo-rithm surveillance,perceived algorithm bias,perceived algorithmic decision-making risk,and perceived da-ta permanence risk.Empirical results show that algorithm awareness has a significant positive impact on pri-vacy risk coping behaviors.Moreover,perceived privacy intrusion,algorithm bias,algorithmic decision-making risk,and data permanence risk partially mediate this relationship,while the mediating role of per-ceived algorithm surveillance is not significant.These findings provide practical evidence to support the gov-ernance of algorithm abuse risks and the management of user privacy risks in China.关键词
算法滥用/算法意识/隐私关注/隐私风险/应对行为/社交媒体Key words
Algorithm abuse/Algorithm awareness/Privacy concern/Privacy risk/Coping behavior/Social media引用本文复制引用
孟玺,李庆霜,郭亚军..算法滥用视角下社交媒体用户算法意识对隐私风险应对行为的影响机制研究[J].信息资源管理学报,2025,15(5):99-115,17.基金项目
本文系中国人民公安大学中央高校基本科研业务费基金项目"公安大数据智能分析过程中算法风险与规制研究"(2024JKF21)和国家社会科学基金项目"算法分发环境下隐性数字弱势群体信息公平实现路径研究"(22CTQ038)研究成果之一.(This work was supported by the Fundamental Research Funds for the Central Universities"Research on Algorithmic Risks and Regulations in the Process of Intelligent Analysis of Public Security Big Data"of the People's Public Security University of China(2024JKF21),and the National Social Science Fund of China-Youth Project"Research on the Path to Achieving Information Equity for Implicitly Digitally Disadvantaged Groups in an Algorithmic Distri-bution Environment"(22CTQ038).) （2024JKF21）
