IDEAS home Printed from https://ideas.repec.org/a/inm/ordeca/v14y2017i4p229-249.html
   My bibliography  Save this article

Social Media Analytics: Literature Review and Directions for Future Research

Author

Listed:
  • Ashish K. Rathore

    (Department of Management Studies, Indian Institute of Technology Delhi, New Delhi, Delhi 110016 India)

  • Arpan K. Kar

    (Department of Management Studies, Indian Institute of Technology Delhi, New Delhi, Delhi 110016 India)

  • P. Vigneswara Ilavarasan

    (Department of Management Studies, Indian Institute of Technology Delhi, New Delhi, Delhi 110016 India)

Abstract

Businesses are currently using social media analytics (SMA) to develop insights for improving performance and productivity across different functions. The SMA knowledge is growing diversely, and there is a need to understand the trends and approaches holistically. The present paper offers a comprehensive review of the SMA empirical literature and directions for future research. The review is based on 54 papers selected out of 843 search results. The review focuses on different domains: industrial domains, data-mining objectives, use cases, and applications. Out of the studies, public administration and consumer discretionary sectors are the dominant ones with Twitter data being used in most of the analysis. Out of the possible techniques, classification techniques and regression models are more popular than others. Stakeholder engagement is the most focused theme in the research studies. The review also offers insights into which analytical approaches are being used in which industrial domains for specific decision making. It further suggests that novel methods, such as cross-media data classification, tags detection, label priority ranking, tweeting activity signatures, and geospatial data processing have been used less and could be further explored in future research. The review also offers implications for the decision sciences domain.

Suggested Citation

  • Ashish K. Rathore & Arpan K. Kar & P. Vigneswara Ilavarasan, 2017. "Social Media Analytics: Literature Review and Directions for Future Research," Decision Analysis, INFORMS, vol. 14(4), pages 229-249, December.
  • Handle: RePEc:inm:ordeca:v:14:y:2017:i:4:p:229-249
    DOI: 10.1287/deca.2017.0355
    as

    Download full text from publisher

    File URL: https://doi.org/10.1287/deca.2017.0355
    Download Restriction: no

    File URL: https://libkey.io/10.1287/deca.2017.0355?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Karen Bickerstaff & Gordon Walker, 2001. "Participatory Local Governance and Transport Planning," Environment and Planning A, , vol. 33(3), pages 431-451, March.
    2. Zeynep Erkin & Matthew D. Bailey & Lisa M. Maillart & Andrew J. Schaefer & Mark S. Roberts, 2010. "Eliciting Patients' Revealed Preferences: An Inverse Markov Decision Process Approach," Decision Analysis, INFORMS, vol. 7(4), pages 358-365, December.
    3. Candice H. Huynh & Jay Simon, 2016. "Using Means Objectives to Present Risk Information," Decision Analysis, INFORMS, vol. 13(2), pages 117-127, June.
    4. Gisela Wachinger & Ortwin Renn & Chloe Begg & Christian Kuhlicke, 2013. "The Risk Perception Paradox—Implications for Governance and Communication of Natural Hazards," Risk Analysis, John Wiley & Sons, vol. 33(6), pages 1049-1065, June.
    5. Hannah Brenkert‐Smith & Katherine L. Dickinson & Patricia A. Champ & Nicholas Flores, 2013. "Social Amplification of Wildfire Risk: The Role of Social Interactions and Information Sources," Risk Analysis, John Wiley & Sons, vol. 33(5), pages 800-817, May.
    6. Sinan Aral & Chrysanthos Dellarocas & David Godes, 2013. "Introduction to the Special Issue ---Social Media and Business Transformation: A Framework for Research," Information Systems Research, INFORMS, vol. 24(1), pages 3-13, March.
    7. Scott B. Cantor, 2004. "Clinical Applications in the Decision Analysis Literature," Decision Analysis, INFORMS, vol. 1(1), pages 23-25, March.
    8. Ortwin Renn & Andreas Klinke, 2013. "A Framework of Adaptive Risk Governance for Urban Planning," Sustainability, MDPI, vol. 5(5), pages 1-24, May.
    9. Anonymous, 2013. "Introduction to the Issue," Journal of Wine Economics, Cambridge University Press, vol. 8(2), pages 129-130, November.
    10. Luo, Qiuju & Zhong, Dixi, 2015. "Using social network analysis to explain communication characteristics of travel-related electronic word-of-mouth on social networking sites," Tourism Management, Elsevier, vol. 46(C), pages 274-282.
    11. Kaplan, Andreas M. & Haenlein, Michael, 2010. "Users of the world, unite! The challenges and opportunities of Social Media," Business Horizons, Elsevier, vol. 53(1), pages 59-68, January.
    12. Manish Kacker & Rozenn Perrigot, 2016. "Retailer use of a professional social media network: Insights from franchising," Post-Print halshs-01287641, HAL.
    13. Chua, Alvin & Servillo, Loris & Marcheggiani, Ernesto & Moere, Andrew Vande, 2016. "Mapping Cilento: Using geotagged social media data to characterize tourist flows in southern Italy," Tourism Management, Elsevier, vol. 57(C), pages 295-310.
    14. Alen Nosić & Martin Weber, 2010. "How Riskily Do I Invest? The Role of Risk Attitudes, Risk Perceptions, and Overconfidence," Decision Analysis, INFORMS, vol. 7(3), pages 282-301, September.
    15. Anonymous, 2013. "Introduction to the Issue," Journal of Wine Economics, Cambridge University Press, vol. 8(3), pages 243-243, December.
    16. Daniel Owen, 2015. "Collaborative Decision Making," Decision Analysis, INFORMS, vol. 12(1), pages 29-45, March.
    17. Lipizzi, Carlo & Iandoli, Luca & Marquez, José Emmanuel Ramirez, 2016. "Combining structure, content and meaning in online social networks: The analysis of public's early reaction in social media to newly launched movies," Technological Forecasting and Social Change, Elsevier, vol. 109(C), pages 35-49.
    18. Donald Meyer & Jack Meyer, 2005. "Relative Risk Aversion: What Do We Know?," Journal of Risk and Uncertainty, Springer, vol. 31(3), pages 243-262, December.
    19. Chae, Bongsug (Kevin), 2015. "Insights from hashtag #supplychain and Twitter Analytics: Considering Twitter and Twitter data for supply chain practice and research," International Journal of Production Economics, Elsevier, vol. 165(C), pages 247-259.
    20. Sabyasachee Mishra & Snehamay Khasnabis & Subrat Swain, 2015. "Incorporating uncertainty and risk in transportation investment decision-making," Transportation Planning and Technology, Taylor & Francis Journals, vol. 38(7), pages 738-760, October.
    21. Tianjun Feng & L. Robin Keller, 2006. "A Multiple-Objective Decision Analysis for Terrorism Protection: Potassium Iodide Distribution in Nuclear Incidents," Decision Analysis, INFORMS, vol. 3(2), pages 76-93, June.
    22. Mangold, W. Glynn & Faulds, David J., 2009. "Social media: The new hybrid element of the promotion mix," Business Horizons, Elsevier, vol. 52(4), pages 357-365, July.
    23. Charles Mason & Jason Shogren & Chad Settle & John List, 2005. "Investigating Risky Choices Over Losses Using Experimental Data," Journal of Risk and Uncertainty, Springer, vol. 31(2), pages 187-215, September.
    24. Xiang, Zheng & Du, Qianzhou & Ma, Yufeng & Fan, Weiguo, 2017. "A comparative analysis of major online review platforms: Implications for social media analytics in hospitality and tourism," Tourism Management, Elsevier, vol. 58(C), pages 51-65.
    25. Kietzmann, Jan H. & Hermkens, Kristopher & McCarthy, Ian P. & Silvestre, Bruno S., 2011. "Social media? Get serious! Understanding the functional building blocks of social media," Business Horizons, Elsevier, vol. 54(3), pages 241-251, May.
    26. James E. Smith, 2005. "Alternative Approaches for Solving Real-Options Problems," Decision Analysis, INFORMS, vol. 2(2), pages 89-102, June.
    27. Gal-Tzur, Ayelet & Grant-Muller, Susan M. & Kuflik, Tsvi & Minkov, Einat & Nocera, Silvio & Shoor, Itay, 2014. "The potential of social media in delivering transport policy goals," Transport Policy, Elsevier, vol. 32(C), pages 115-123.
    28. Kacker, Manish & Perrigot, Rozenn, 2016. "Retailer use of a professional social media network: Insights from franchising," Journal of Retailing and Consumer Services, Elsevier, vol. 30(C), pages 222-233.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Torres de Oliveira, Rui & Indulska, Marta & Steen, John & Verreynne, Martie-Louise, 2020. "Towards a framework for innovation in retailing through social media," Journal of Retailing and Consumer Services, Elsevier, vol. 54(C).
    2. Ravneet Singh Bhandari & Ajay Bansal, 2018. "A Comparison of Psychological and Socio-economic Factors Affecting Individual User’s Social Media Behaviour," FIIB Business Review, , vol. 7(2), pages 126-134, June.
    3. Neirotti, Paolo & Raguseo, Elisabetta & Paolucci, Emilio, 2016. "Are customers’ reviews creating value in the hospitality industry? Exploring the moderating effects of market positioning," International Journal of Information Management, Elsevier, vol. 36(6), pages 1133-1143.
    4. Lin, Xiaolin & Kishore, Rajiv, 2021. "Social media-enabled healthcare: A conceptual model of social media affordances, online social support, and health behaviors and outcomes," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    5. Muhammed Kursad Ozlen, 2021. "Managers’ Attitude and Organizational Culture for Social Media Use in Supply Chain Efficiency and Responsiveness," Journal of Accounting and Management Information Systems, Faculty of Accounting and Management Information Systems, The Bucharest University of Economic Studies, vol. 20(3), pages 477-493, September.
    6. Mirela KOCI, 2017. "Stress Analysis of Composite Materials Used for Yacht Production Through Solid Work Simulation," European Journal of Economics and Business Studies Articles, Revistia Research and Publishing, vol. 3, September.
    7. L. Robin Keller & Ali Abbas & Manel Baucells & Vicki M. Bier & David Budescu & John C. Butler & Philippe Delquié & Jason R. W. Merrick & Ahti Salo & George Wu, 2010. "From the Editors..," Decision Analysis, INFORMS, vol. 7(4), pages 327-330, December.
      • L. Robin Keller & Manel Baucells & Kevin F. McCardle & Gregory S. Parnell & Ahti Salo, 2007. "From the Editors..," Decision Analysis, INFORMS, vol. 4(4), pages 173-175, December.
      • L. Robin Keller & Manel Baucells & John C. Butler & Philippe Delquié & Jason R. W. Merrick & Gregory S. Parnell & Ahti Salo, 2008. "From the Editors..," Decision Analysis, INFORMS, vol. 5(4), pages 173-176, December.
      • L. Robin Keller & Manel Baucells & John C. Butler & Philippe Delquié & Jason R. W. Merrick & Gregory S. Parnell & Ahti Salo, 2009. "From the Editors ..," Decision Analysis, INFORMS, vol. 6(4), pages 199-201, December.
    8. Vasile-Daniel Păvăloaia & Elena-Mădălina Teodor & Doina Fotache & Magdalena Danileţ, 2019. "Opinion Mining on Social Media Data: Sentiment Analysis of User Preferences," Sustainability, MDPI, vol. 11(16), pages 1-21, August.
    9. Natalia Levina & Manuel Arriaga, 2014. "Distinction and Status Production on User-Generated Content Platforms: Using Bourdieu’s Theory of Cultural Production to Understand Social Dynamics in Online Fields," Information Systems Research, INFORMS, vol. 25(3), pages 468-488, September.
    10. Tajvidi, Mina & Richard, Marie-Odile & Wang, YiChuan & Hajli, Nick, 2020. "Brand co-creation through social commerce information sharing: The role of social media," Journal of Business Research, Elsevier, vol. 121(C), pages 476-486.
    11. Chung, Alexander Q.H. & Andreev, Pavel & Benyoucef, Morad & Duane, Aidan & O’Reilly, Philip, 2017. "Managing an organisation’s social media presence: An empirical stages of growth model," International Journal of Information Management, Elsevier, vol. 37(1), pages 1405-1417.
    12. Ajaya Kumar Swain & Ray Qing Cao, 2019. "Using sentiment analysis to improve supply chain intelligence," Information Systems Frontiers, Springer, vol. 21(2), pages 469-484, April.
    13. Ghezzi, Antonio & Gastaldi, Luca & Lettieri, Emanuele & Martini, Antonella & Corso, Mariano, 2016. "A role for startups in unleashing the disruptive power of social media," International Journal of Information Management, Elsevier, vol. 36(6), pages 1152-1159.
    14. Baum, Daniela & Spann, Martin & Füller, Johann & Thürridl, Carina, 2019. "The impact of social media campaigns on the success of new product introductions," Journal of Retailing and Consumer Services, Elsevier, vol. 50(C), pages 289-297.
    15. Wu He & Feng-Kwei Wang, 2016. "A process-based framework of using social media to support innovation process," Information Technology and Management, Springer, vol. 17(3), pages 263-277, September.
    16. Mention, Anne-Laure & Barlatier, Pierre-Jean & Josserand, Emmanuel, 2019. "Using social media to leverage and develop dynamic capabilities for innovation," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 242-250.
    17. Chung, Alexander Q.H. & Andreev, Pavel & Benyoucef, Morad & Duane, Aidan & O’Reilly, Philip, 2018. "Where the shoe pinches: Realizing dominant problems as an organizational social media business profile evolves," International Journal of Information Management, Elsevier, vol. 41(C), pages 33-49.
    18. Delalić, Elma & Turulja, Lejla & Bajgorić, Nijaz, 2019. "Social Media in the Workplace: To Allow It or Not to Allow It?," Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference (2019), Rovinj, Croatia, in: Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference, Rovinj, Croatia, 12-14 September 2019, pages 449-458, IRENET - Society for Advancing Innovation and Research in Economy, Zagreb.
    19. Reema Aswani & Arpan Kumar Kar & P. Vigneswara Ilavarasan, 2018. "Detection of Spammers in Twitter marketing: A Hybrid Approach Using Social Media Analytics and Bio Inspired Computing," Information Systems Frontiers, Springer, vol. 20(3), pages 515-530, June.
    20. Rosati, Pierangelo & Deeney, Peter & Cummins, Mark & van der Werff, Lisa & Lynn, Theo, 2019. "Social media and stock price reaction to data breach announcements: Evidence from US listed companies," Research in International Business and Finance, Elsevier, vol. 47(C), pages 458-469.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:inm:ordeca:v:14:y:2017:i:4:p:229-249. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.