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Measuring social media influencer index- insights from facebook, Twitter and Instagram

Author

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  • Arora, Anuja
  • Bansal, Shivam
  • Kandpal, Chandrashekhar
  • Aswani, Reema
  • Dwivedi, Yogesh

Abstract

The growth of social media has completely revamped the way people interact, communicate and engage. These platforms play a key role in facilitating greater outreach and influence. This study proposes a mechanism for measuring the influencer index across popular social media platforms including Facebook, Twitter, and Instagram. A set of features that determine the impact on the consumers are modelled using a regression approach. The underlying machine learning algorithms including Ordinary Least Squares (OLS), K-NN Regression (KNN), Support Vector Regression (SVR), and Lasso Regression models are adapted to compute a cumulative score in terms of influencer index. Findings indicate that engagement, outreach, sentiment, and growth play a key role in determining the influencers. Further, the ensemble of the four models resulted in the highest accuracy of 93.7% followed by the KNN regression with 93.6%. The study has implications across various domains of e-commerce, viral marketing, social media marketing and brand management wherein identification of key information propagators is essential. These influencer indices may further be utilized by e-commerce portals and brands for the purpose of social media promotion and engagement for larger outreach.

Suggested Citation

  • Arora, Anuja & Bansal, Shivam & Kandpal, Chandrashekhar & Aswani, Reema & Dwivedi, Yogesh, 2019. "Measuring social media influencer index- insights from facebook, Twitter and Instagram," Journal of Retailing and Consumer Services, Elsevier, vol. 49(C), pages 86-101.
    • Handle: RePEc:eee:joreco:v:49:y:2019:i:c:p:86-101
    DOI: 10.1016/j.jretconser.2019.03.012
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    1. Berthon, Pierre R. & Pitt, Leyland F. & Plangger, Kirk & Shapiro, Daniel, 2012. "Marketing meets Web 2.0, social media, and creative consumers: Implications for international marketing strategy," Business Horizons, Elsevier, vol. 55(3), pages 261-271.
    2. Nabi, Nazia & O’Cass, Aron & Siahtiri, Vida, 2019. "Status consumption in newly emerging countries: The influence of personality traits and the mediating role of motivation to consume conspicuously," Journal of Retailing and Consumer Services, Elsevier, vol. 46(C), pages 173-178.
    3. Kawaljeet Kaur Kapoor & Kuttimani Tamilmani & Nripendra P. Rana & Pushp Patil & Yogesh K. Dwivedi & Sridhar Nerur, 2018. "Advances in Social Media Research: Past, Present and Future," Information Systems Frontiers, Springer, vol. 20(3), pages 531-558, June.
    4. 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.
    5. Hanna, Richard & Rohm, Andrew & Crittenden, Victoria L., 2011. "We're all connected: The power of the social media ecosystem," Business Horizons, Elsevier, vol. 54(3), pages 265-273, May.
    6. Zongyang Ma & Aixin Sun & Gao Cong, 2013. "On predicting the popularity of newly emerging hashtags in Twitter," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 64(7), pages 1399-1410, July.
    7. Klostermann, Jan & Plumeyer, Anja & Böger, Daniel & Decker, Reinhold, 2018. "Extracting brand information from social networks: Integrating image, text, and social tagging data," International Journal of Research in Marketing, Elsevier, vol. 35(4), pages 538-556.
    8. de Vries, Lisette & Gensler, Sonja & Leeflang, Peter S.H., 2012. "Popularity of Brand Posts on Brand Fan Pages: An Investigation of the Effects of Social Media Marketing," Journal of Interactive Marketing, Elsevier, vol. 26(2), pages 83-91.
    9. 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.
    10. Shareef, Mahmud Akhter & Mukerji, Bhasker & Alryalat, Mohammad Abdallah Ali & Wright, Angela & Dwivedi, Yogesh K., 2018. "Advertisements on Facebook: Identifying the persuasive elements in the development of positive attitudes in consumers," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 258-268.
    11. Shareef, Mahmud Akhter & Mukerji, Bhasker & Dwivedi, Yogesh K. & Rana, Nripendra P. & Islam, Rubina, 2019. "Social media marketing: Comparative effect of advertisement sources," Journal of Retailing and Consumer Services, Elsevier, vol. 46(C), pages 58-69.
    12. 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.
    13. 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.
    14. Lo, Fang-Yi & Campos, Nayara, 2018. "Blending Internet-of-Things (IoT) solutions into relationship marketing strategies," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 10-18.
    15. Alalwan, Ali Abdallah & Dwivedi, Yogesh K. & Rana, Nripendra P. & Algharabat, Raed, 2018. "Examining factors influencing Jordanian customers’ intentions and adoption of internet banking: Extending UTAUT2 with risk," Journal of Retailing and Consumer Services, Elsevier, vol. 40(C), pages 125-138.
    16. Prentice, Catherine & Han, Xiao Yun & Hua, Lian-Lian & Hu, Lin, 2019. "The influence of identity-driven customer engagement on purchase intention," Journal of Retailing and Consumer Services, Elsevier, vol. 47(C), pages 339-347.
    17. Zongyang Ma & Aixin Sun & Gao Cong, 2013. "On predicting the popularity of newly emerging hashtags in Twitter," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 64(7), pages 1399-1410, July.
    18. McCormick, Karla, 2016. "Celebrity endorsements: Influence of a product-endorser match on Millennials attitudes and purchase intentions," Journal of Retailing and Consumer Services, Elsevier, vol. 32(C), pages 39-45.
    19. Kawaljeet Kaur Kapoor & Yogesh K. Dwivedi, 2015. "Metamorphosis of Indian electoral campaigns: Modi's social media experiment," International Journal of Indian Culture and Business Management, Inderscience Enterprises Ltd, vol. 11(4), pages 496-516.
    20. Kim, Angella J. & Ko, Eunju, 2012. "Do social media marketing activities enhance customer equity? An empirical study of luxury fashion brand," Journal of Business Research, Elsevier, vol. 65(10), pages 1480-1486.
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