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.
机构:
Columbia Univ, Columbia Business Sch, New York, NY 10027 USAColumbia Univ, Columbia Business Sch, New York, NY 10027 USA
Wilcox, Keith
;
Stephen, Andrew T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Joseph M Katz Grad Sch Business, Pittsburgh, PA 15260 USAColumbia Univ, Columbia Business Sch, New York, NY 10027 USA
机构:
Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
Stockholm Univ, Stockholm Business Sch, SE-10691 Stockholm, SwedenUniv Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
Wu, Desheng
;
Cui, Yiwen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R ChinaUniv Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
机构:
Midwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
Zhang, Jie
;
Li, Han
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, Anderson Sch Management, Albuquerque, NM 87131 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
Li, Han
;
Luo, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, Anderson Sch Management, Albuquerque, NM 87131 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
Luo, Xin
;
Warkentin, Merrill
论文数: 0引用数: 0
h-index: 0
机构:
Mississippi State Univ, Management & Informat Syst, Mississippi State, MS 39762 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
机构:
Columbia Univ, Columbia Business Sch, New York, NY 10027 USAColumbia Univ, Columbia Business Sch, New York, NY 10027 USA
Wilcox, Keith
;
Stephen, Andrew T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Joseph M Katz Grad Sch Business, Pittsburgh, PA 15260 USAColumbia Univ, Columbia Business Sch, New York, NY 10027 USA
机构:
Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
Stockholm Univ, Stockholm Business Sch, SE-10691 Stockholm, SwedenUniv Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
Wu, Desheng
;
Cui, Yiwen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R ChinaUniv Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
机构:
Midwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
Zhang, Jie
;
Li, Han
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, Anderson Sch Management, Albuquerque, NM 87131 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
Li, Han
;
Luo, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, Anderson Sch Management, Albuquerque, NM 87131 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA
Luo, Xin
;
Warkentin, Merrill
论文数: 0引用数: 0
h-index: 0
机构:
Mississippi State Univ, Management & Informat Syst, Mississippi State, MS 39762 USAMidwestern State Univ, Dillard Coll Business Adm, Wichita Falls, TX 76308 USA