Applying Brand Equity Theory to Understand Consumer Opinion in Social Media

Billions of people everyday use Social Media (SM), such as Facebook and Twitter, to express their opinions and experiences with brands. Companies are highly interested in understanding such SM brand-related content. Consequently, many studies have been conducted and many applications have been developed to analyse this content. For analysis purposes, the main SM metrics used include volume and sentiment. Interestingly, however, brand equity theory proposes different metrics for assessing brand reputation. These include brand image, brand satisfaction and purchase intention (henceforth referred to as marketing metrics). The objective of this paper is to explore the feasibility of applying marketing metrics in Twitter brand-related content. For this purpose, we collect, study and analyse tweets that mention two brands, namely IKEA and Gatorade. The manual analysis suggests that a significant amount of brand tweets is related to brand image, brand satisfaction and purchase intention. We thereafter design an algorithm that classifies tweets into relevant categories to enable automatic marketing metrics computation. We implement the algorithm using statistical learning approaches and prove that its classification accuracy is good. We anticipate that this article will motivate other studies as well as applications’ designers in adopting marketing theories when evaluating brand reputation through SM content.

[1]  Antonio Ruiz-Martínez,et al.  Feature-based opinion mining in financial news: An ontology-driven approach , 2017, J. Inf. Sci..

[2]  Nathalie Aussenac-Gilles,et al.  A study on LIWC categories for opinion mining in Spanish reviews , 2014, J. Inf. Sci..

[3]  Miguel Ángel Rodríguez-García,et al.  Feature-based opinion mining through ontologies , 2014, Expert Syst. Appl..

[4]  Koen Pauwels,et al.  Social Media Metrics — A Framework and Guidelines for Managing Social Media , 2013 .

[5]  David Zimbra,et al.  Twitter brand sentiment analysis: A hybrid system using n-gram analysis and dynamic artificial neural network , 2013, Expert Syst. Appl..

[6]  Efthimios Tambouris,et al.  Understanding the Predictive Power of Social Media This is a pre-print version of the following article : , 2013 .

[7]  Katja Hutter,et al.  The Impact of User Interactions in Social Media on Brand Awareness and Purchase Intention: The Case of MINI on Facebook , 2013 .

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

[9]  Patricia M. Shields,et al.  A Playbook for Research Methods: Integrating Conceptual Frameworks and Project Management , 2013 .

[10]  Josef Steinberger,et al.  Sentiment Analysis in Czech Social Media Using Supervised Machine Learning , 2013, WASSA@NAACL-HLT.

[11]  Mohammad Reza Habibi,et al.  o be or not to be in social media : How brand loyalty is affected by social media ? , 2012 .

[12]  Chun-Shuo Chen,et al.  How brand image, country of origin, and self-congruity influence Internet users’ purchase intention , 2013 .

[13]  Weiguo Fan,et al.  Vehicle defect discovery from social media , 2012, Decis. Support Syst..

[14]  P. Leeflang,et al.  Popularity of Brand Posts on Brand Fan Pages: An Investigation of the Effects of Social Media Marketing , 2012 .

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

[16]  David Godes,et al.  Sequential and Temporal Dynamics of Online Opinion , 2012, Mark. Sci..

[17]  Jacob Goldenberg,et al.  Mine Your Own Business: Market-Structure Surveillance Through Text Mining , 2012, Mark. Sci..

[18]  Anol Bhattacherjee Social Science Research: Principles, Methods, and Practices , 2012 .

[19]  Hsiao-Chien Chang,et al.  Corporate Brand Image and Customer Satisfaction on Loyalty: An Empirical Study of Starbucks Coffee in Taiwan , 2012 .

[20]  Gerard J. Tellis,et al.  Does Chatter Really Matter? Dynamics of User-Generated Content and Stock Performance , 2011, Mark. Sci..

[21]  Choochart Haruechaiyasak,et al.  Discovering Consumer Insight from Twitter via Sentiment Analysis , 2012, J. Univers. Comput. Sci..

[22]  Himabindu Lakkaraju,et al.  Attention prediction on social media brand pages , 2011, CIKM '11.

[23]  Siva K. Balasubramanian,et al.  Brand romance: a complementary approach to explain emotional attachment toward brands , 2011 .

[24]  Wayne D. Hoyer,et al.  Emotional Brand Attachment and Brand Personality: The Relative Importance of the Actual and the Ideal Self , 2011 .

[25]  Wendy W. Moe,et al.  Measuring the Value of Social Dynamics in Online Product Ratings Forums , 2010 .

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

[27]  Yubo Chen,et al.  The Role of Marketing in Social Media: How Online Consumer Reviews Evolve , 2011 .

[28]  Panagiotis G. Ipeirotis,et al.  Estimating the Helpfulness and Economic Impact of Product Reviews: Mining Text and Reviewer Characteristics , 2010, IEEE Transactions on Knowledge and Data Engineering.

[29]  Silke Bambauer-Sachse,et al.  Brand equity dilution through negative online word-of-mouth communication , 2011 .

[30]  Cemal Zehir,et al.  The Effects of Brand Experiences, Trust and Satisfaction on Building Brand Loyalty; An Empirical Research On Global Brands , 2011 .

[31]  Olivia Sheng,et al.  Investigating Predictive Power of Stock Micro Blog Sentiment in Forecasting Future Stock Price Directional Movement , 2011, ICIS.

[32]  Alan F. Smeaton,et al.  Classifying sentiment in microblogs: is brevity an advantage? , 2010, CIKM.

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

[34]  S. Noble,et al.  The influence of C2C communications in online brand communities on customer purchase behavior , 2010 .

[35]  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.

[36]  Bernard J. Jansen,et al.  Twitter power: Tweets as electronic word of mouth , 2009, J. Assoc. Inf. Sci. Technol..

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

[38]  Kim H. Y. Hahn,et al.  The effect of offline brand trust and perceived internet confidence on online shopping intention in the integrated multi‐channel context , 2009 .

[39]  Kevin Lane Keller Building strong brands in a modern marketing communications environment , 2009 .

[40]  CARE‐ing strategy for integration of brand identity with brand image , 2008 .

[41]  Rita Mårtenson Corporate brand image, satisfaction and store loyalty , 2007 .

[42]  R. Gil,et al.  Family as a source of consumer‐based brand equity , 2007 .

[43]  Deborah J. MacInnis,et al.  Beyond Attitudes: Attachment and Consumer Behavior , 2007 .

[44]  R. Brodie,et al.  The influence of brand image and company reputation where manufacturers market to small firms: A customer value perspective , 2007 .

[45]  Elizabeth C. Thach,et al.  The Role of Service Quality in Influencing Brand Attachments at Winery Visitor Centers , 2006 .

[46]  Clay M. Voorhees,et al.  The impact of brand trust and satisfaction on retailer repurchase intentions , 2006 .

[47]  Pascale G. Quester,et al.  Consumer‐based brand equity and country‐of‐origin relationships: Some empirical evidence , 2006 .

[48]  Bernd H. Schmitt,et al.  Are brands forever? How brand knowledge and relationships affect current and future purchases , 2006 .

[49]  Andrea Esuli,et al.  SENTIWORDNET: A Publicly Available Lexical Resource for Opinion Mining , 2006, LREC.

[50]  Claire Cardie,et al.  OpinionFinder: A System for Subjectivity Analysis , 2005, HLT.

[51]  H. Bauer,et al.  Customer‐based brand equity in the team sport industry , 2005 .

[52]  S. Akinci,et al.  Determinants of the brand equity: A verification approach in the beverage industry in Turkey , 2005 .

[53]  C. W. Park,et al.  The Ties That Bind: Measuring the Strength of Consumers’ Emotional Attachments to Brands , 2005 .

[54]  Haemoon Oh,et al.  Effects of Brand, Price, and Risk on Customers' Value Perceptions and Behavioral Intentions in the Restaurant Industry , 2004 .

[55]  W. Kim,et al.  The effect of consumer‐based brand equity on firms’ financial performance , 2003 .

[56]  A. Caruana Service loyalty: The effects of service quality and the mediating role of customer satisfaction , 2002 .

[57]  Peter D. Turney Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews , 2002, ACL.

[58]  Zafar U. Ahmed,et al.  Country‐of‐origin and brand effects on consumers’ evaluations of cruise lines , 2002 .

[59]  Bo Pang,et al.  Thumbs up? Sentiment Classification using Machine Learning Techniques , 2002, EMNLP.

[60]  J. Munuera-Aleman,et al.  Brand trust in the context of consumer loyalty , 2001 .

[61]  A. B. D. Río,et al.  The effects of brand associations on consumer response , 2001 .

[62]  Marisa Maio Mackay,et al.  Evaluation of brand equity measures: further empirical results , 2001 .

[63]  Haemoon Oh The Effect of Brand Class, Brand Awareness, and Price on Customer Value and Behavioral Intentions , 2000 .

[64]  G. Lau,et al.  Consumers' Trust in a Brand and the Link to Brand Loyalty , 1999 .

[65]  Dhruv Grewal,et al.  The Effect of Store Name, Brand Name and Price Discounts on Consumers' Evaluations and Purchase Intentions , 1998 .

[66]  Walfried M. Lassar,et al.  Why do customers switch? The dynamics of satisfaction versus loyalty , 1998 .

[67]  Donald J. Shemwell,et al.  Customer‐service provider relationships: an empirical test of a model of service quality, satisfaction and relationship‐oriented outcomes , 1998 .

[68]  H. S. Krishnan Characteristics of memory associations: A consumer-based brand equity perspective , 1996 .

[69]  Manoj K. Agarwal,et al.  An empirical comparison of consumer-based measures of brand equity , 1996 .

[70]  F. Selnes An Examination of the Effect of Product Performance on Brand Reputation, Satisfaction and Loyalty , 1993 .

[71]  E. Anderson,et al.  The Antecedents and Consequences of Customer Satisfaction for Firms , 1993 .

[72]  Kevin Lane Keller Conceptualizing, Measuring, and Managing Customer-Based Brand Equity , 1993 .

[73]  J. Kapferer Strategic brand management: New approaches to creating and evaluating brand equity , 1994 .

[74]  Steven A. Taylor,et al.  Measuring Service Quality: A Reexamination and Extension , 1992 .

[75]  Steven P. Brown,et al.  Effects of Brand Awareness on Choice for a Common, Repeat-Purchase Product , 1990 .

[76]  John A. Quelch,et al.  Advertising and Promotion Management , 1987 .

[77]  David Mazursky,et al.  A Longitudinal Assessment of Consumer Satisfaction/Dissatisfaction: The Dynamic Aspect of the Cognitive Process , 1983 .

[78]  Marsha L. Richins Negative Word-of-Mouth by Dissatisfied Consumers: A Pilot Study , 1983 .

[79]  R. Oliver A Cognitive Model of the Antecedents and Consequences of Satisfaction Decisions , 1980 .

[80]  Richard A. Werbel,et al.  Multivariate Analysis of Brand Loyalty for Major Household Appliances , 1973 .