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
[1]  
Adjabeng Stanley, 2014, Proceedings of the European Conference on Social Media (ECSM2014), P715
[2]   SybilTrap: A graph-based semi-supervised Sybil defense scheme for online social networks [J].
Al-Qurishi, Muhammad ;
Rahman, Sk Md Mizanur ;
Alamri, Atif ;
Mostafa, Mohamed A. ;
Al-Rubaian, Majed ;
Hossain, M. Shamim ;
Gupta, B. B. .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2018, 30 (05)
[3]   Social media in marketing: A review and analysis of the existing literature [J].
Alalwan, Ali Abdallah ;
Rana, Nripendra P. ;
Dwivedi, Yogesh K. ;
Algharabat, Raed .
TELEMATICS AND INFORMATICS, 2017, 34 (07) :1177-1190
[4]   Incorrect data in the widely used Inside Airbnb dataset [J].
Alsudais, Abdulkareem .
DECISION SUPPORT SYSTEMS, 2021, 141
[5]  
[Anonymous], 2009, GLOB FAC NETW PLAC
[6]   Bias on the Web [J].
Baeza-Yates, Ricardo .
COMMUNICATIONS OF THE ACM, 2018, 61 (06) :54-61
[7]  
Bender Emily M., 2018, Transactions of the Association for Computational Linguistics, V6, P587, DOI 10.1162/tacl_a_00041
[8]   Assimilation of Big Data Innovation: Investigating the Roles of IT, Social Media, and Relational Capital [J].
Bharati, Pratyush ;
Chaudhury, Abhijit .
INFORMATION SYSTEMS FRONTIERS, 2019, 21 (06) :1357-1368
[9]   Mining social networks for anomalies: Methods and challenges [J].
Bindu, P. V. ;
Thilagam, P. Santhi .
JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2016, 68 :213-229
[10]  
Boshmaf Y, 2011, 27TH ANNUAL COMPUTER SECURITY APPLICATIONS CONFERENCE (ACSAC 2011), P93