Social media metrics and analytics in marketing - S3M: A mapping literature review

The purpose of this study is to present a mapping literature review and a classification for research articles regarding social media metrics and analytics in marketing. The review covers 52 articles from peer review journals and international conferences, from 2010 to 2016. These 52 articles are classified in 5 distinct categories based on their: methodology of research, type of analysis, field of study, marketing objectives and social media type/platform used. The findings of the study reveal which is the most used subcategory for each classification, trends and tendencies. This review provides a base classification for researchers and an editable and continuously augmenting typology for further research in the area.

[1]  Mariano Corso,et al.  A role for startups in unleashing the disruptive power of social media , 2016, Int. J. Inf. Manag..

[2]  David F Ballantyne,et al.  The paradigmatic pitfalls of customer-centric marketing , 2012 .

[3]  Vedran Podobnik,et al.  An analysis of facebook social media marketing key performance indicators: The case of premier league brands , 2013, Proceedings of the 12th International Conference on Telecommunications.

[4]  K. Bailey.  Typologies and taxonomies: An introduction to classification techniques. , 1994 .

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

[6]  Ohbyung Kwon,et al.  Deep sentiment analysis: Mining the causality between personality-value-attitude for analyzing business ads in social media , 2013, Expert Syst. Appl..

[7]  Angella J. Kim,et al.  Do social media marketing activities enhance customer equity? An empirical study of luxury fashion brand , 2012 .

[8]  Enosaze Emuze,et al.  Web 2.0: conceptual foundations and marketing issues , 2016 .

[9]  D. Hoffman,et al.  Can You Measure the ROI of Your Social Media Marketing , 2010 .

[10]  Bernhard Krieger,et al.  Social media analytics for future oriented policy making , 2013, European Journal of Futures Research.

[11]  Wu He,et al.  International Journal of Information Management Social Media Competitive Analysis and Text Mining: a Case Study in the Pizza Industry , 2022 .

[12]  Sajid Si,et al.  Social Media and Its Role in Marketing , 2015 .

[13]  William Ribarsky,et al.  Social media analytics for competitive advantage , 2014, Comput. Graph..

[14]  Emilio Paolucci,et al.  Are customers' reviews creating value in the hospitality industry? Exploring the moderating effects of market positioning , 2016, Int. J. Inf. Manag..

[15]  Andrei V. Yakushev,et al.  Social Networks Mining for Analysis and Modeling Drugs Usage , 2014, ICCS.

[16]  Yumi Jung,et al.  Engagement across three social media platforms: An exploratory study of a cause-related PR campaign , 2013 .

[17]  Andrew T. Stephen,et al.  The role of digital and social media marketing in consumer behavior , 2016 .

[18]  Maral Mayeh,et al.  Understanding the role of social media monitoring in generating external intelligence , 2012 .

[19]  Yen-Liang Chen,et al.  Predicting the influence of users' posted information for eWOM advertising in social networks , 2014, Electron. Commer. Res. Appl..

[20]  Raymond Y. K. Lau,et al.  Social analytics: Learning fuzzy product ontologies for aspect-oriented sentiment analysis , 2014, Decis. Support Syst..

[21]  Nick Bassiliades,et al.  Ontology-based sentiment analysis of twitter posts , 2013, Expert Syst. Appl..

[22]  M. Haenlein,et al.  Managing Customer Relationships in the Social Media Era: Introducing the Social CRM House , 2013 .

[23]  Claire Warwick,et al.  Use of social media for corporate communications by research-funding organisations in the UK , 2013 .

[24]  Mohamed M. Mostafa,et al.  More than words: Social networks' text mining for consumer brand sentiments , 2013, Expert Syst. Appl..

[25]  David F. Nettleton,et al.  Data mining of social networks represented as graphs , 2013, Comput. Sci. Rev..

[26]  Z. Schwartz,et al.  What can big data and text analytics tell us about hotel guest experience and satisfaction , 2015 .

[27]  L. Burch,et al.  User-generated branding via social media: An examination of six running brands , 2017 .

[28]  Jari Salo,et al.  Engaging consumers online through websites and social media: A gender study of Italian Generation Y clothing consumers , 2015, Int. J. Inf. Manag..

[29]  A. Kaplan,et al.  Users of the world, unite! The challenges and opportunities of Social Media , 2010 .

[30]  Edward A. Fox,et al.  Social media use by government: From the routine to the critical , 2012, Gov. Inf. Q..

[31]  David J. Faulds,et al.  Social media: The new hybrid element of the promotion mix , 2009 .

[32]  J. Gille,et al.  Scenarios for selected maritime economic functions , 2013 .

[33]  Anna Garant.  Social media competitive analysis and text mining: a case study in digital marketing in the hospitality industry , 2017 .

[34]  Valērijs Praude,et al.  Social Media Campaign Metrics in Latvia , 2015 .

[35]  Andrew N. Smith,et al.  How Does Brand-related User-generated Content Differ across YouTube, Facebook, and Twitter? , 2012 .

[36]  Alok N. Choudhary,et al.  Probabilistic macro behavioral targeting , 2012, DUBMMSM '12.

[37]  Nicholas J. Kelling,et al.  The tweets that killed a university: A case study investigating the use of traditional and social media in the closure of a state university , 2013, Comput. Hum. Behav..

[38]  Andrew Lipsman,et al.  The Power of “Like” , 2012, Journal of Advertising Research.

[39]  Hsinchun Chen,et al.  Social Media Analytics and Intelligence , 2010, IEEE Intell. Syst..

[40]  D. Hoffman,et al.  Social Commerce: A Contingency Framework for Assessing Marketing Potential , 2013 .

[41]  Khairul Baharein Mohd Noor.  Case Study: A Strategic Research Methodology , 2008 .

[42]  J. Berbegal‐Mirabent,et al.  Factors influencing popularity of branded content in Facebook fan pages , 2014 .

[43]  Pierre Berthon,et al.  Mining messages: Exploring consumer response to consumer‐ vs. firm‐generated ads , 2011 .

[44]  Weiguo Fan,et al.  The power of social media analytics , 2014, CACM.

[45]  L. Huang,et al.  Social Media in an Alternative Marketing Communication Model , 2012 .

[46]  Victoria L. Crittenden,et al.  We're all connected: The power of the social media ecosystem , 2011 .

[47]  E. Koivulehto.  Do social media marketing activities enhance customer equity? A case study of fast-fashion brand Zara , 2017 .

[48]  N. Michaelidou,et al.  Usage, barriers and measurement of social media marketing: An exploratory investigation of small and medium B2B brands , 2011 .

[49]  Priyanka Yadav,et al.  Internet addiction and its correlates among high school students: a preliminary study from Ahmedabad, India. , 2013, Asian journal of psychiatry.

[50]  Yang Yu,et al.  The impact of social and conventional media on firm equity value: A sentiment analysis approach , 2013, Decis. Support Syst..

[51]  Marcello M. Mariani,et al.  Facebook as a destination marketing tool: Evidence from Italian regional Destination Management Organizations , 2016 .

[52]  Eileen Fischer,et al.  Social interaction via new social media: (How) can interactions on Twitter affect effectual thinking and behavior? , 2011 .

[53]  M. Tiago,et al.  Digital marketing and social media: Why bother? , 2014 .

[54]  Bernardo A. Huberman,et al.  Predicting the Future with Social Media , 2010, 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology.

[55]  J. Sheth,et al.  The antecedents and consequences of customer-centric marketing , 2000 .

[56]  Áine McConnon,et al.  A framework of social media engagement: Case studies with food and consumer organisations in the UK and Ireland , 2015, Int. J. Inf. Manag..

[57]  Edward A. Fox,et al.  Social media use by government: from the routine to the critical , 2011, dg.o '11.

[58]  David C. Yen,et al.  Understanding the perceived community value of Facebook users , 2014, Comput. Hum. Behav..

[59]  Sue Babinec.  The Role of Startups , 2015 .

[60]  Enrique Herrera-Viedma,et al.  CARESOME: A system to enrich marketing customers acquisition and retention campaigns using social media information , 2015, Knowl. Based Syst..

[61]  Francisco Javier Lloréns Montes,et al.  How do small firms learn to develop a social media competence? , 2015, Int. J. Inf. Manag..

[62]  Panagiotis Takis Metaxas,et al.  The power of prediction with social media , 2013, Internet Res..

[63]  Rodrigo Guesalaga.  The use of social media in sales: Individual and organizational antecedents, and the role of customer engagement in social media , 2016 .

[64]  Melody Y. Kiang,et al.  Journal of Homeland Security and Emergency Management Social Media Analytics for Radical Opinion Mining in Hate Group Web Forums , 2011 .

[65]  Jim Sterne,et al.  Social Media Metrics: How to Measure and Optimize Your Marketing Investment , 2010 .

[66]  Bruno Godey,et al.  Social media marketing efforts of luxury brands: Influence on brand equity and consumer behavior , 2016 .