To Buy or Not to Buy? Understanding the Role of Personality Traits in Predicting Consumer Behaviors

In this paper, we explore the role of derived personality traits from Twitter in determining consumer behaviors. We conduct comprehensive analysis on a large industry dataset containing 188,654 individual level purchasing records across over 100 product categories. For each category, we build classifiers to distinguish buyers from non-buyers based on their derived personality traits. We use the models with demographic features as baseline to evaluate the predictive power of personality traits. Our results prove the decisive power of derived personality on a variety of consumer behaviors.

[1]  Chao Yang,et al.  Using Personal Traits For Brand Preference Prediction , 2015, EMNLP.

[2]  Margaret L. Kern,et al.  Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach , 2013, PloS one.

[3]  Jiebo Luo,et al.  What the Language You Tweet Says About Your Occupation , 2016, ICWSM.

[4]  Stephen E. Palmer,et al.  A charming little Cabernet , 2007 .

[5]  K. Glanz,et al.  Why Americans eat what they do: taste, nutrition, cost, convenience, and weight control concerns as influences on food consumption. , 1998, Journal of the American Dietetic Association.

[6]  Bodo B. Schlegelmilch,et al.  The link between green purchasing decisions and measures of environmental consciousness , 1996 .

[7]  Agata Wawrzyniak,et al.  An Empirical Study of the Factors Influencing Consumer Behaviour in the Electric Appliances Market , 2012 .

[8]  Bas Verplanken,et al.  Individual differences in impulse buying tendency: feeling and no thinking , 2001 .

[9]  Pushmeet Kohli,et al.  Personality and patterns of Facebook usage , 2012, WebSci '12.

[10]  T. Graepel,et al.  Private traits and attributes are predictable from digital records of human behavior , 2013, Proceedings of the National Academy of Sciences.

[11]  L. R. Goldberg The structure of phenotypic personality traits. , 1993, The American psychologist.

[12]  Hans J. Eysenck,et al.  The Scientific Study of Personality , 1953 .

[13]  Daniele Quercia,et al.  Our Twitter Profiles, Our Selves: Predicting Personality with Twitter , 2011, 2011 IEEE Third Int'l Conference on Privacy, Security, Risk and Trust and 2011 IEEE Third Int'l Conference on Social Computing.

[14]  Ana Paula Appel,et al.  Destiny: A Cognitive Mobile Guide for the Olympics , 2016, WWW.

[15]  I. B. Myers The Myers-Briggs Type Indicator: Manual (1962). , 1962 .

[16]  Jennifer Golbeck,et al.  Predicting personality with social media , 2011, CHI Extended Abstracts.

[17]  鄭宇庭 行銷硏究 : Marketing research , 2009 .

[18]  Ian H. Witten,et al.  The WEKA data mining software: an update , 2009, SKDD.

[19]  Lin Qiu,et al.  You are what you tweet: Personality expression and perception on Twitter , 2012 .

[20]  Reza Barkhi,et al.  The impact of personality type on purchasing decisions in virtual stores , 2007, Inf. Technol. Manag..

[21]  Michelle X. Zhou,et al.  KnowMe and ShareMe: understanding automatically discovered personality traits from social media and user sharing preferences , 2014, CHI.

[22]  Kurt Matzler,et al.  Individual determinants of brand affect: the role of the personality traits of extraversion and openness to experience , 2006 .

[23]  E. Cohen,et al.  Food in tourism - Attraction and Impediment , 2004 .

[24]  I. B. Myers The myers-briggs type indicator , 1962 .

[25]  Tal Yarkoni Personality in 100,000 Words: A large-scale analysis of personality and word use among bloggers. , 2010, Journal of research in personality.

[26]  Rosa M. Carro,et al.  Predicting user personality by mining social interactions in Facebook , 2014, J. Comput. Syst. Sci..

[27]  Mei‐Fang Chen Consumer attitudes and purchase intentions in relation to organic foods in Taiwan: Moderating effects of food-related personality traits , 2007 .

[28]  J. Duesenberry,et al.  Income, Saving, and the Theory of Consumer Behavior , 1950 .

[29]  Yiming Yang,et al.  A Comparative Study on Feature Selection in Text Categorization , 1997, ICML.