Advances in Social Media Research: Past, Present and Future

Social media comprises communication websites that facilitate relationship forming between users from diverse backgrounds, resulting in a rich social structure. User generated content encourages inquiry and decision-making. Given the relevance of social media to various stakeholders, it has received significant attention from researchers of various fields, including information systems. There exists no comprehensive review that integrates and synthesises the findings of literature on social media. This study discusses the findings of 132 papers (in selected IS journals) on social media and social networking published between 1997 and 2017. Most papers reviewed here examine the behavioural side of social media, investigate the aspect of reviews and recommendations, and study its integration for organizational purposes. Furthermore, many studies have investigated the viability of online communities/social media as a marketing medium, while others have explored various aspects of social media, including the risks associated with its use, the value that it creates, and the negative stigma attached to it within workplaces. The use of social media for information sharing during critical events as well as for seeking and/or rendering help has also been investigated in prior research. Other contexts include political and public administration, and the comparison between traditional and social media. Overall, our study identifies multiple emergent themes in the existing corpus, thereby furthering our understanding of advances in social media research. The integrated view of the extant literature that our study presents can help avoid duplication by future researchers, whilst offering fruitful lines of enquiry to help shape research for this emerging field.

[1]  Ludo Waltman,et al.  Text mining and visualization using VOSviewer , 2011, ArXiv.

[2]  JoongHo Ahn,et al.  Helpfulness of Online Consumer Reviews: Readers' Objectives and Review Cues , 2012, Int. J. Electron. Commer..

[3]  Young Jin Lee,et al.  Social Media and Brand Purchase: Quantifying the Effects of Exposures to Earned and Owned Social Media Activities in a Two-Stage Decision Making Model , 2015, J. Manag. Inf. Syst..

[4]  Rafael E. Banchs,et al.  The structure of political discussion networks: a model for the analysis of online deliberation , 2010, J. Inf. Technol..

[5]  Roman Beck,et al.  Social media management strategies for organizational impression management and their effect on public perception , 2016, J. Strateg. Inf. Syst..

[6]  Ramón Hermoso,et al.  On the inaccuracy of numerical ratings: dealing with biased opinions in social networks , 2014, Information Systems Frontiers.

[7]  Roman Lukyanenko,et al.  The IQ of the Crowd: Understanding and Improving Information Quality in Structured User-Generated Content , 2014, Inf. Syst. Res..

[8]  Brad N. Greenwood,et al.  Tigerblood: Newspapers, Blogs, and the Founding of Information Technology Firms , 2015 .

[9]  Wei Chen,et al.  Web 2.0 Recommendation service by multi-collaborative filtering trust network algorithm , 2013, Inf. Syst. Frontiers.

[10]  Alexander Serenko,et al.  The benefits and dangers of enjoyment with social networking websites , 2012, Eur. J. Inf. Syst..

[11]  Katherine W. McCain,et al.  Longitudinal author cocitation mapping: The changing structure of macroeconomics , 1984, J. Am. Soc. Inf. Sci..

[12]  Dorothy E. Leidner,et al.  Strategies and symbolism in the adoption of organizational social networking systems , 2015, J. Strateg. Inf. Syst..

[13]  Rui Chen,et al.  Learning and self-disclosure behavior on social networking sites: the case of Facebook users , 2015, Eur. J. Inf. Syst..

[14]  Shan Ling Pan,et al.  ICT-Enabled Community Empowerment in Crisis Response: Social Media in Thailand Flooding 2011 , 2015, J. Assoc. Inf. Syst..

[15]  Wanda J. Orlikowski,et al.  Creating Value in Online Communities: The Sociomaterial Configuring of Strategy, Platform, and Stakeholder Engagement , 2016, Inf. Syst. Res..

[16]  Soumya Ray,et al.  The Central Role of Engagement in Online Communities , 2014, Inf. Syst. Res..

[17]  David B. Dunson,et al.  Probabilistic topic models , 2011, KDD '11 Tutorials.

[18]  H. Raghav Rao,et al.  Research Note - Role of Social Media in Social Change: An Analysis of Collective Sense Making During the 2011 Egypt Revolution , 2015, Inf. Syst. Res..

[19]  Gerald C. Kane,et al.  What's in IT for employees? Understanding the relationship between use and performance in enterprise social software , 2015, J. Strateg. Inf. Syst..

[20]  Charles Steinfield,et al.  Team boundary spanning: strategic implications for the implementation and use of enterprise social media , 2016, J. Inf. Technol..

[21]  Brian S. Butler,et al.  The Cross-Purposes of Cross-Posting: Boundary Reshaping Behavior in Online Discussion Communities , 2012, Inf. Syst. Res..

[22]  Sven Laumer,et al.  Giving too much social support: social overload on social networking sites , 2015, Eur. J. Inf. Syst..

[23]  Dorothy E. Leidner,et al.  Bridging the work/social divide: the emotional response to organizational social networking sites , 2012, Eur. J. Inf. Syst..

[24]  Andrew B. Whinston,et al.  Two Formulas for Success in Social Media: Learning and Network Effects , 2015, J. Manag. Inf. Syst..

[25]  Yogesh Kumar Dwivedi,et al.  Metamorphosis of Indian electoral campaigns: Modi's social media experiment , 2015 .

[26]  Hailiang Chen,et al.  IT-Enabled Broadcasting in Social Media: An Empirical Study of Artists’ Activities and Music Sales , 2014, Inf. Syst. Res..

[27]  Chao-Min Chiu,et al.  Examining the antecedents of user gratification and its effects on individuals’ social network services usage: the moderating role of habit , 2015, Eur. J. Inf. Syst..

[28]  Daniel Dajun Zeng,et al.  An Information Diffusion Based Recommendation Framework for Micro-Blogging , 2010, J. Assoc. Inf. Syst..

[29]  Gerald Häubl,et al.  When Social Media Can Be Bad for You: Community Feedback Stifles Consumer Creativity and Reduces Satisfaction with Self-Designed Products , 2013, Inf. Syst. Res..

[30]  D M Parham An inaccuracy. , 1995, The American journal of surgical pathology.

[31]  Jing Wang,et al.  Customer revisit intention to restaurants: Evidence from online reviews , 2013, Information Systems Frontiers.

[32]  Paul Jen-Hwa Hu,et al.  Predicting Adoption Probabilities in Social Networks , 2012, Inf. Syst. Res..

[33]  Sridhar P. Nerur,et al.  The intellectual structure of the strategic management field: an author co‐citation analysis , 2008 .

[34]  Wonseok Oh,et al.  Research Note - Leader Influence on Sustained Participation in Online Collaborative Work Communities: A Simulation-Based Approach , 2016, Inf. Syst. Res..

[35]  Stefan Stieglitz,et al.  Emotions and Information Diffusion in Social Media—Sentiment of Microblogs and Sharing Behavior , 2013, J. Manag. Inf. Syst..

[36]  Andrea Resca,et al.  Design for social media engagement: Insights from elderly care assistance , 2015, J. Strateg. Inf. Syst..

[37]  Byungtae Lee,et al.  Thumbs Up, Sales Up? The Contingent Effect of Facebook Likes on Sales Performance in Social Commerce , 2015, J. Manag. Inf. Syst..

[38]  Dorothy E. Leidner,et al.  Digitally enabling social networks: resolving IT–culture conflict , 2013, Inf. Syst. J..

[39]  Andrew B. Whinston,et al.  Effects of Social Networks on Prediction Markets: Examination in a Controlled Experiment , 2013, J. Manag. Inf. Syst..

[40]  Joe Nandhakumar,et al.  Exploring social network interactions in enterprise systems: the role of virtual co‐presence , 2013, Inf. Syst. J..

[41]  Brian S. Butler,et al.  Research Note - The Impact of Community Commitment on Participation in Online Communities , 2011, Inf. Syst. Res..

[42]  Li Zhao,et al.  Sharing Knowledge in Social Q&A Sites: The Unintended Consequences of Extrinsic Motivation , 2016, J. Manag. Inf. Syst..

[43]  Bo Xiao,et al.  Embarrassing Exposures in Online Social Networks: An Integrated Perspective of Privacy Invasion and Relationship Bonding , 2015, Inf. Syst. Res..

[44]  Christine B. Williams,et al.  Web 2.0 and Politics: The 2008 U.S. Presidential Election and an E-Politics Research Agenda , 2010, MIS Q..

[45]  John Lim,et al.  Retaining and attracting users in social networking services: An empirical investigation of cyber migration , 2014, J. Strateg. Inf. Syst..

[46]  Bin Zhu,et al.  Patterns of news dissemination through online news media: A case study in China , 2014, Inf. Syst. Frontiers.

[47]  Guoqing Chen,et al.  Corporate Blogging and Job Performance: Effects of Work-related and Nonwork-related Participation , 2015, J. Manag. Inf. Syst..

[48]  Rahul Telang,et al.  Measuring Information Diffusion in an Online Community , 2009, J. Manag. Inf. Syst..

[49]  Bala Iyer,et al.  Innovation Impacts of Using Social Bookmarking Systems , 2011, MIS Q..

[50]  Paul M. Leonardi,et al.  Social Media, Knowledge Sharing, and Innovation: Toward a Theory of Communication Visibility , 2014, Inf. Syst. Res..

[51]  Param Vir Singh,et al.  How to Attract and Retain Readers in Enterprise Blogging? , 2014, Inf. Syst. Res..

[52]  Paulo B. Góes,et al.  Do Incentive Hierarchies Induce User Effort? Evidence from an Online Knowledge Exchange , 2016, Inf. Syst. Res..

[53]  Sarah Spiekermann,et al.  Online social networks: why we disclose , 2010, J. Inf. Technol..

[54]  Khim-Yong Goh,et al.  Social Media Brand Community and Consumer Behavior: Quantifying the Relative Impact of User- and Marketer-Generated Content , 2013, Inf. Syst. Res..

[55]  Dashun Wang,et al.  Uncovering the effect of dominant attributes on community topology: A case of facebook networks , 2016, Information Systems Frontiers.

[56]  Yogesh Kumar Dwivedi,et al.  Re-examining the Unified Theory of Acceptance and Use of Technology (UTAUT): Towards a Revised Theoretical Model , 2017, Information Systems Frontiers.

[57]  Ricardo Colomo Palacios,et al.  SEMO: a framework for customer social networks analysis based on semantics , 2010, J. Inf. Technol..

[58]  Lynn Wu,et al.  Social Network Effects on Productivity and Job Security: Evidence from the Adoption of a Social Networking Tool , 2012, Inf. Syst. Res..

[59]  Xiao Ma,et al.  Impact of Prior Reviews on the Subsequent Review Process in Reputation Systems , 2013, J. Manag. Inf. Syst..

[60]  Anindya Ghose,et al.  Secret Admirers: An Empirical Examination of Information Hiding and Contribution Dynamics in Online Crowdfunding , 2016, Inf. Syst. Res..

[61]  Michael A. Stanko Toward a Theory of Remixing in Online Innovation Communities , 2016, Inf. Syst. Res..

[62]  Matthew K. O. Lee,et al.  Gender differences in intentional social action: we-intention to engage in social network-facilitated team collaboration , 2010, J. Inf. Technol..

[63]  Dorit Nevo,et al.  Linking dimensions of social media use to job performance: The role of social capital , 2015, J. Strateg. Inf. Syst..

[64]  Roberto E. Montalvo Social Media Management , 2011, BIOINFORMATICS 2011.

[65]  Inchan Kim,et al.  Jamming with Social Media: How Cognitive Structuring of Organizing Vision Facets Affects IT Innovation Diffusion , 2015, MIS Q..

[66]  Chong Wang,et al.  Network Positions and Contributions to Online Public Goods: The Case of Chinese Wikipedia , 2012, J. Manag. Inf. Syst..

[67]  Yogesh Kumar Dwivedi,et al.  Examining the role of three sets of innovation attributes for determining adoption of the interbank mobile payment service , 2014, Information Systems Frontiers.

[68]  Ofir Turel,et al.  Quitting the use of a habituated hedonic information system: a theoretical model and empirical examination of Facebook users , 2015, Eur. J. Inf. Syst..

[69]  Emre Yetgin,et al.  Are Social Media Emancipatory or Hegemonic? Societal Effects of Mass Media Digitization in the Case of the SOPA Discourse , 2016, MIS Q..

[70]  Yong Tan,et al.  Influentials, Imitables, or Susceptibles? Virality and Word-of-Mouth Conversations in Online Social Networks , 2016, J. Manag. Inf. Syst..

[71]  Jie Jennifer Zhang,et al.  Social Media and Firm Equity Value , 2013, Inf. Syst. Res..

[72]  Rohit Aggarwal,et al.  Differential Influence of Blogs Across Different Stages of Decision Making: The Case of Venture Capitalists , 2013, MIS Q..

[73]  Stephen Burgess,et al.  Trust perceptions of online travel information by different content creators: Some social and legal implications , 2011, Inf. Syst. Frontiers.

[74]  Tobias Kretschmer,et al.  The Effects of Rewarding User Engagement – The Case of Facebook Apps , 2012, Inf. Syst. Res..

[75]  Chrysanthos Dellarocas,et al.  Are Consumers More Likely to Contribute Online Reviews for Hit or Niche Products? , 2010, J. Manag. Inf. Syst..

[76]  L. Algavi,et al.  The Role of Social media , 2012 .

[77]  Daniel Schlagwein,et al.  How and why organisations use social media: five use types and their relation to absorptive capacity , 2017, J. Inf. Technol..

[78]  Hefu Liu,et al.  The role of social media in supporting knowledge integration: A social capital analysis , 2013, Information Systems Frontiers.

[79]  H. Raghav Rao,et al.  Community Intelligence and Social Media Services: A Rumor Theoretic Analysis of Tweets During Social Crises , 2013, MIS Q..

[80]  Sue Newell,et al.  Communicational ambidexterity as a new capability to manage social media communication within organizations , 2015, J. Strateg. Inf. Syst..

[81]  Jose M. Such,et al.  BFF: A tool for eliciting tie strength and user communities in social networking services , 2013, Information Systems Frontiers.

[82]  Yogesh Kumar Dwivedi Social media marketing and advertising , 2015 .

[83]  Yogesh Kumar Dwivedi,et al.  Social media in marketing: A review and analysis of the existing literature , 2017, Telematics Informatics.

[84]  Xiaoquan Zhang,et al.  Impact of Wikipedia on Market Information Environment: Evidence on Management Disclosure and Investor Reaction , 2013, MIS Q..

[85]  Arun Vishwanath,et al.  Diffusion of deception in social media: Social contagion effects and its antecedents , 2014, Information Systems Frontiers.

[86]  I-Cheng Chang,et al.  The push, pull and mooring effects in virtual migration for social networking sites , 2014, Inf. Syst. J..

[87]  Jianan Wu,et al.  The role of online seller reviews and product price on buyers' willingness-to-pay: a risk perspective , 2013, Eur. J. Inf. Syst..

[88]  Jennifer Jie Xu,et al.  Business Intelligence in Blogs: Understanding Consumer Interactions and Communities , 2012, MIS Q..

[89]  Juuso Karikoski,et al.  The effect of an individual’s age on the perceived importance and usage intensity of communications services—A Bayesian Network analysis , 2015, Inf. Syst. Frontiers.

[90]  K. Goh,et al.  Social Media Brand Community and Consumer Behavior: Quantifying the Relative Impact of User- and Marketer-Generated Content , 2013 .

[91]  Jui Ramaprasad,et al.  Social Media, Traditional Media, and Music Sales , 2014, MIS Q..

[92]  Robin L. Wakefield,et al.  Social media network behavior: A study of user passion and affect , 2016, J. Strateg. Inf. Syst..

[93]  Catherine M. Ridings,et al.  Online discussion group sustainability: Investigating the interplay between structural dynamics and social dynamics over time , 2010, J. Assoc. Inf. Syst..

[94]  Constance Elise Porter,et al.  A Test of Two Models of Value Creation in Virtual Communities , 2013, J. Manag. Inf. Syst..

[95]  Hong Xu,et al.  Moderated Online Communities and Quality of User-Generated Content , 2009, J. Manag. Inf. Syst..

[96]  Tao Hu,et al.  The effect of online social value on satisfaction and continued use of social media , 2015, Eur. J. Inf. Syst..

[97]  Choon-Ling Sia,et al.  Is This Review Believable? A Study of Factors Affecting the Credibility of Online Consumer Reviews from an ELM Perspective , 2012, J. Assoc. Inf. Syst..

[98]  Ellen Ullman The Social Media Network. , 2012 .

[99]  Marcel Rosenberger,et al.  Integrating data from user activities of social networks into public administrations , 2016, Information Systems Frontiers.

[100]  Jannis Kallinikos,et al.  Patient Data as Medical Facts: Social Media Practices as a Foundation for Medical Knowledge Creation , 2014, Inf. Syst. Res..

[101]  H. Raghav Rao,et al.  Message diffusion through social network service: The case of rumor and non-rumor related tweets during Boston bombing 2013 , 2015, Information Systems Frontiers.

[102]  Bin Gu,et al.  Content Contribution for Revenue Sharing and Reputation in Social Media: A Dynamic Structural Model , 2012, J. Manag. Inf. Syst..

[103]  Sabine Matook,et al.  Forming an intention to act on recommendations given via online social networks , 2015, Eur. J. Inf. Syst..

[104]  Alexander Richter,et al.  The deep structure of organizational online networking – an actor‐oriented case study , 2015, Inf. Syst. J..

[105]  Howard D. White,et al.  Author cocitation: A literature measure of intellectual structure , 1981, J. Am. Soc. Inf. Sci..

[106]  Yogesh Kumar Dwivedi,et al.  Citizens’ adoption of an electronic government system: towards a unified view , 2015, Information Systems Frontiers.

[107]  Caroline Swinburne,et al.  Handle with care , 2013, Nature.

[108]  Luisa Massari,et al.  Analysis of MySpace user profiles , 2010, Inf. Syst. Frontiers.

[109]  Andrew B. Whinston,et al.  Network Structure and Observational Learning: Evidence from a Location-Based Social Network , 2013, J. Manag. Inf. Syst..

[110]  Ashish Kumar,et al.  The Effect of Customers' Social Media Participation on Customer Visit Frequency and Profitability: An Empirical Investigation , 2013, Inf. Syst. Res..

[111]  Manuel Arriaga,et al.  Distinction and Status Production on User-Generated Content Platforms: Using Bourdieu's Theory of Cultural Production to Understand Social Dynamics in Online Fields , 2014, Inf. Syst. Res..

[112]  Ben Light,et al.  Social networking and digital gaming media convergence: Classification and its consequences for appropriation , 2008, Inf. Syst. Frontiers.

[113]  Yogesh Kumar Dwivedi Affiliate marketing: An overview and analysis of emerging literature , 2017 .

[114]  Bo Xu,et al.  Internet aggression in online communities: a contemporary deterrence perspective , 2016, Inf. Syst. J..

[115]  Brad N. Greenwood,et al.  Research Note - Tigerblood: Newspapers, Blogs, and the Founding of Information Technology Firms , 2015, Inf. Syst. Res..

[116]  Catherine Tucker,et al.  Active Social Media Management: The Case of Health Care , 2012, Inf. Syst. Res..

[117]  Yong Tan,et al.  Network Dynamics: How Can We Find Patients Like Us? , 2015, Inf. Syst. Res..

[118]  Atreyi Kankanhalli,et al.  What Motivates Contributors vs. Lurkers? An Investigation of Online Feedback Forums , 2015, Inf. Syst. Res..

[119]  Ching-man Au Yeung,et al.  "Popularity Effect" in User-Generated Content: Evidence from Online Product Reviews , 2014, Inf. Syst. Res..

[120]  D. J. Wu,et al.  Engineering Optimal Network Effects via Social Media Features and Seeding in Markets for Digital Goods and Services , 2013, Inf. Syst. Res..

[121]  Izak Benbasat,et al.  Research Note - Why Following Friends Can Hurt You: An Exploratory Investigation of the Effects of Envy on Social Networking Sites among College-Age Users , 2015, Inf. Syst. Res..

[122]  Peter Buxmann,et al.  Handle with care: How online social network providers' privacy policies impact users' information sharing behavior , 2015, J. Strateg. Inf. Syst..

[123]  Alan R. Dennis,et al.  Mapping the Corporate Blogosphere: Linking Audience, Content, and Management to Blog Visibility , 2016, J. Assoc. Inf. Syst..

[124]  Marc Cheong,et al.  A microblogging-based approach to terrorism informatics: Exploration and chronicling civilian sentiment and response to terrorism events via Twitter , 2011, Inf. Syst. Frontiers.

[125]  Yong Tan,et al.  Effects of Different Types of Free Trials and Ratings in Sampling of Consumer Software: An Empirical Study , 2013, J. Manag. Inf. Syst..

[126]  Kai Lung Hui,et al.  What Makes a Review Voted? An Empirical Investigation of Review Voting in Online Review Systems , 2015, J. Assoc. Inf. Syst..

[127]  Abhijit Mandal,et al.  The Deep Structure and Source of Organizational Resilience , 2016 .

[128]  Xiao Ma,et al.  Understanding Members’ Active Participation in Online Question-and-Answer Communities: A Theory and Empirical Analysis , 2015, J. Manag. Inf. Syst..

[129]  Mary J. Culnan,et al.  The intellectual development of management information systems, 1972-1982: a co-citation analysis , 1986 .

[130]  Jie Jennifer Zhang,et al.  How Do Consumer Buzz and Traffic in Social Media Marketing Predict the Value of the Firm? , 2013, J. Manag. Inf. Syst..

[131]  Gal Oestreicher-Singer,et al.  Content or Community? A Digital Business Strategy for Content Providers in the Social Age , 2013, MIS Q..

[132]  Sabine Matook,et al.  Are You Feeling Lonely? The Impact of Relationship Characteristics and Online Social Network Features on Loneliness , 2015, J. Manag. Inf. Syst..

[133]  Chen Zhang,et al.  Social media assimilation in firms: Investigating the roles of absorptive capacity and institutional pressures , 2013, Information Systems Frontiers.

[134]  John R. Venable,et al.  Understanding information disclosure behaviour in Australian Facebook users , 2010, J. Inf. Technol..

[135]  Sirkka L. Jarvenpaa,et al.  Exploring temporal coordination of events with Facebook.com , 2010, J. Inf. Technol..

[136]  Namho Chung,et al.  Enhancing the smart tourism experience through geotag , 2016, Information Systems Frontiers.

[137]  Yogesh Kumar Dwivedi Pay-per-click advertising: A literature review , 2016 .

[138]  Yong Tan,et al.  Feeling Blue? Go Online: An Empirical Study of Social Support among Patients , 2010, Inf. Syst. Res..

[139]  Selwyn Piramuthu,et al.  Product recommendation with latent review topics , 2018, Inf. Syst. Frontiers.

[140]  J CulnanMary,et al.  The Intellectual Development of Management Information Systems, 1972-1982 , 1986 .

[141]  David M. Kreps,et al.  My social networking profile: copy, resemblance, or simulacrum? A poststructuralist interpretation of social information systems , 2010, Eur. J. Inf. Syst..

[142]  Yogesh Kumar Dwivedi,et al.  An empirical validation of a unified model of electronic government adoption (UMEGA) , 2017, Gov. Inf. Q..

[143]  Yogesh Kumar Dwivedi,et al.  Electronic Word of Mouth (eWOM) in the Marketing Context: A State of the Art Analysis and Future Directions , 2017 .

[144]  Dongsong Zhang,et al.  What Online Reviewer Behaviors Really Matter? Effects of Verbal and Nonverbal Behaviors on Detection of Fake Online Reviews , 2016, J. Manag. Inf. Syst..

[145]  John Qi Dong,et al.  Business value of social media technologies: Evidence from online user innovation communities , 2015, J. Strateg. Inf. Syst..

[146]  Andrew B. Whinston,et al.  Content Sharing in a Social Broadcasting Environment: Evidence from Twitter , 2014, MIS Q..

[147]  Yogesh Kumar Dwivedi,et al.  Electronic Word of Mouth (eWOM) in the Marketing Context , 2017 .

[148]  Wei-Lun Chang,et al.  Estimating trust value: A social network perspective , 2014, Information Systems Frontiers.

[149]  Xiaohua Zeng,et al.  Social Ties and User Content Generation: Evidence from Flickr , 2013, Inf. Syst. Res..

[150]  Chong Oh,et al.  A little Birdie told me: Social media, organizational legitimacy, and underpricing in initial public offerings , 2016, Information Systems Frontiers.

[151]  Sven Laumer,et al.  The effects of technostress and switching stress on discontinued use of social networking services: a study of Facebook use , 2015, Inf. Syst. J..

[152]  Gordon B. Davis,et al.  User Acceptance of Information Technology: Toward a Unified View , 2003, MIS Q..

[153]  Yogesh Kumar Dwivedi,et al.  Social Media in the Marketing Context: A State of the Art Analysis and Future Directions , 2016 .

[154]  Bin Gu,et al.  Research Note - The Allure of Homophily in Social Media: Evidence from Investor Responses on Virtual Communities , 2014, Inf. Syst. Res..

[155]  Yong Tan,et al.  Social Networks and the Diffusion of User-Generated Content: Evidence from YouTube , 2012, Inf. Syst. Res..

[156]  Param Vir Singh,et al.  Blog, Blogger, and the Firm: Can Negative Employee Posts Lead to Positive Outcomes? , 2012, Inf. Syst. Res..

[157]  Fred D. Davis Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology , 1989, MIS Q..

[158]  Paul Jen-Hwa Hu,et al.  Role of Affect in Self-Disclosure on Social Network Websites: A Test of Two Competing Models , 2015, J. Manag. Inf. Syst..

[159]  Brian Nicholson,et al.  Conviviality of Internet social networks: An exploratory study of Internet campaigns in Iran , 2010, J. Inf. Technol..

[160]  Sumeet Gupta,et al.  Classifying, Measuring, and Predicting Users’ Overall Active Behavior on Social Networking Sites , 2014, J. Manag. Inf. Syst..

[161]  Aaron W. Baur Harnessing the social web to enhance insights into people’s opinions in business, government and public administration , 2017, Inf. Syst. Frontiers.

[162]  Robert Winter,et al.  Are business users social? A design experiment exploring information sharing in enterprise social systems , 2016, J. Inf. Technol..

[163]  Soe-Tsyr Yuan,et al.  A study of the impacts of positive/negative feedback on collective wisdom—case study on social bookmarking sites , 2011, Inf. Syst. Frontiers.