Analyzing Social Media Research: A Data Quality and Research Reproducibility Perspective

被引:6
作者
Srivastava, Amit K. [1 ]
Mishra, Rajhans [1 ]
机构
[1] Indian Inst Management Indore, Indore 453556, India
关键词
Social media; data quality; research reproducibility; research generalizability; BIG DATA ANALYTICS; NETWORKING SITES; PRIVACY CONCERNS; INFORMATION; CREDIBILITY; BEHAVIOR; CREATION; TRUST; TIES;
D O I
10.1177/22779752211011810
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Social media platforms have become very popular these days among individuals and organizations. On the one hand, organizations use social media as a potential tool to create awareness of their products among consumers, and on the other hand, social media data is useful to predict the national crisis, election polls, stock prediction, etc. However, nowadays, a debate is going on about the quality of data generated on social media platforms, whether it is relevant for prediction and generalization. The article discusses the relevance and quality of data obtained from social media in the context of research and development. Social media data quality issues may impact the generalizability and reproducibility of the results of the study. The paper explores possible reasons for quality issues in the data generated over social media platforms along with the suggestive measures to minimize them using the proposed social media data quality framework.
引用
收藏
页码:39 / 49
页数:11
相关论文
共 58 条
[51]   Reflections on quality requirements for digital trace data in IS research [J].
Vial, Gregory .
DECISION SUPPORT SYSTEMS, 2019, 126
[52]  
Wandell B.A., 2015, Data management to support reproducible research
[53]   Are Close Friends the Enemy? Online Social Networks, Self-Esteem, and Self-Control [J].
Wilcox, Keith ;
Stephen, Andrew T. .
JOURNAL OF CONSUMER RESEARCH, 2013, 40 (01) :90-103
[54]   Disaster early warning and damage assessment analysis using social media data and geo-location information [J].
Wu, Desheng ;
Cui, Yiwen .
DECISION SUPPORT SYSTEMS, 2018, 111 :48-59
[55]   General discussion of data quality challenges in social media metrics: Extensive comparison of four major altmetric data aggregators [J].
Zahedi, Zohreh ;
Costas, Rodrigo .
PLOS ONE, 2018, 13 (05)
[56]   Exploring the effect of social media information quality, source credibility and reputation on informational fit-to-task: Moderating role of focused immersion [J].
Zha, Xianjin ;
Yang, Haijuan ;
Yan, Yalan ;
Liu, Kunfeng ;
Huang, Chengsong .
COMPUTERS IN HUMAN BEHAVIOR, 2018, 79 :227-237
[57]   Exploring the Effects of the Privacy-Handling Management Styles of Social Networking Sites on User Satisfaction: A Conflict Management Perspective [J].
Zhang, Jie ;
Li, Han ;
Luo, Xin ;
Warkentin, Merrill .
DECISION SCIENCES, 2017, 48 (05) :956-989
[58]   A crowdsourcing method for online social networks security assessment based on human-centric computing [J].
Zhang, Zhiyong ;
Jing, Junchang ;
Wang, Xiaoxue ;
Choo, Kim-Kwang Raymond ;
Gupta, Brij B. .
HUMAN-CENTRIC COMPUTING AND INFORMATION SCIENCES, 2020, 10 (01)