Dreading and Ranting: The Distinct Effects of Anxiety and Anger in Online Seller Reviews

This paper explores effects of the emotions embedded in a seller review on its perceived helpfulness. Drawing on frameworks from the emotion and cognitive processing literatures, the authors propose that although emotional review content is subject to a well-known negativity bias, the effects of discrete emotions will vary, and that one source of this variance is perceptions of reviewers’ cognitive effort. We focused on the roles of two distinct, negative emotions common to seller reviews: anxiety and anger. In Study 1, actual seller reviews from Yahoo Shopping websites were collected to determine the effects of anxiety and anger on review helpfulness. In Study 2, an experiment was utilized to identify and explain the differential impact of anxiety and anger in terms of perceived reviewer effort. Our findings demonstrate the importance of examining discrete emotions in online word-of-mouth, and they also carry important practical implications for consumers and online retailers.

[1]  Detmar W. Straub,et al.  Validating Instruments in MIS Research , 1989, MIS Q..

[2]  R. Levenson Autonomic Nervous System Differences among Emotions , 1992 .

[3]  Qing Cao,et al.  Exploring determinants of voting for the "helpfulness" of online user reviews: A text mining approach , 2011, Decis. Support Syst..

[4]  Richong Zhang,et al.  Helpful or Unhelpful: A Linear Approach for Ranking Product Reviews , 2010 .

[5]  P. Ekman Are there basic emotions? , 1992, Psychological review.

[6]  J. Lerner,et al.  Feelings and Consumer Decision Making: The Appraisal-Tendency Framework , 2007 .

[7]  L. Tiedens,et al.  Judgment under emotional certainty and uncertainty: the effects of specific emotions on information processing. , 2001, Journal of personality and social psychology.

[8]  David Schuff,et al.  What Makes a Helpful Review? A Study of Customer Reviews on Amazon.com , 2010 .

[9]  N. Ashkanasy,et al.  Diversity and Emotion: The New Frontiers in Organizational Behavior Research , 2002 .

[10]  P. Ellsworth,et al.  Beyond simple pessimism: effects of sadness and anger on social perception. , 1993, Journal of personality and social psychology.

[11]  Richard L. Daft,et al.  Message Equivocality, Media Selection, and Manager Performance: Implications for Information Systems , 1987, MIS Q..

[12]  M. Schweitzer,et al.  Can Nervous Nelly negotiate? How anxiety causes negotiators to make low first offers, exit early, and earn less profit , 2011 .

[13]  Julie H. Goldberg,et al.  Sober Second Thought: The Effects of Accountability, Anger, and Authoritarianism on Attributions of Responsibility , 1998 .

[14]  A. Brief,et al.  Organizational behavior: affect in the workplace. , 2002, Annual review of psychology.

[15]  K. Zimmermann,et al.  PSEUDO‐R2 MEASURES FOR SOME COMMON LIMITED DEPENDENT VARIABLE MODELS , 1996 .

[16]  M. Coleman,et al.  A computer readability formula designed for machine scoring. , 1975 .

[17]  Mary Frances Luce,et al.  Consumer Judgment from a Dual-Systems Perspective , 2009 .

[18]  P. Shaver,et al.  Emotion knowledge: further exploration of a prototype approach. , 1987, Journal of personality and social psychology.

[19]  J. Lerner,et al.  Fear, anger, and risk. , 2001, Journal of personality and social psychology.

[20]  Mun Y. Yi,et al.  Predicting the use of web-based information systems: self-efficacy, enjoyment, learning goal orientation, and the technology acceptance model , 2003, Int. J. Hum. Comput. Stud..

[21]  P. A. Dabholkar Factors Influencing Consumer Choice of a "Rating Web Site": An Experimental Investigation of an Online Interactive Decision Aid , 2006 .

[22]  A. Mathews,et al.  Anxiety and Attention to Threatening Pictures , 2001, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[23]  M. Appelbaum,et al.  Psychometric methods. , 1989, Annual review of psychology.

[24]  P. Lang The emotion probe. Studies of motivation and attention. , 1995, The American psychologist.

[25]  C. MacLeod,et al.  Anxiety and the Allocation of Attention to Threat , 1988, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[26]  Jeffrey A. Gray,et al.  Fear, Panic, and Anxiety: What's in a Name? , 1991 .

[27]  P. Ekman,et al.  Constants across cultures in the face and emotion. , 1971, Journal of personality and social psychology.

[28]  D. A. Kenny,et al.  Estimating and testing mediation and moderation in within-subject designs. , 2001, Psychological methods.

[29]  Viswanath Venkatesh,et al.  Determinants of Perceived Ease of Use: Integrating Control, Intrinsic Motivation, and Emotion into the Technology Acceptance Model , 2000, Inf. Syst. Res..

[30]  Heshan Sun,et al.  Causal Relationships between Perceived Enjoyment and Perceived Ease of Use: An Alternative Approach , 2006, J. Assoc. Inf. Syst..

[31]  Tobias Brosch,et al.  The impact of emotion on perception, attention, memory, and decision-making. , 2013, Swiss medical weekly.

[32]  Anindya Ghose,et al.  Examining the Relationship Between Reviews and Sales: The Role of Reviewer Identity Disclosure in Electronic Markets , 2008, Inf. Syst. Res..

[33]  Paul A. Pavlou,et al.  Evidence of the Effect of Trust Building Technology in Electronic Markets: Price Premiums and Buyer Behavior , 2002, MIS Q..

[34]  Xiaohui Yu,et al.  Modeling and Predicting the Helpfulness of Online Reviews , 2008, 2008 Eighth IEEE International Conference on Data Mining.

[35]  A. Young,et al.  Emotion Perception from Dynamic and Static Body Expressions in Point-Light and Full-Light Displays , 2004, Perception.

[36]  Fred D. Davis Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology , 1989, MIS Q..

[37]  S. Chaiken The heuristic model of persuasion. , 1987 .

[38]  Marshall Scott Poole,et al.  Affect in Web Interfaces: A Study of the Impacts of Web Page Visual Complexity and Order , 2010, MIS Q..

[39]  J. Lerner,et al.  Feelings and Consumer Decision Making: Extending the Appraisal-Tendency Framework , 2007 .

[40]  G. Loewenstein,et al.  The role of affect in decision making. , 2003 .

[41]  James W. Pennebaker,et al.  Linguistic Inquiry and Word Count (LIWC2007) , 2007 .

[42]  J. Lerner,et al.  Beyond valence: Toward a model of emotion-specific influences on judgement and choice , 2000 .

[43]  J. Russell,et al.  Independence and bipolarity in the structure of current affect. , 1998 .

[44]  J. Lerner,et al.  Portrait of The Angry Decision Maker: How Appraisal Tendencies Shape Anger's Influence on Cognition. , 2006 .

[45]  K. Scherer,et al.  The World of Emotions is not Two-Dimensional , 2007, Psychological science.

[46]  Prashanth U. Nyer,et al.  The role of emotions in marketing , 1999 .

[47]  Michael D. Smith,et al.  All Reviews are Not Created Equal: The Disaggregate Impact of Reviews and Reviewers at Amazon.Com , 2008 .

[48]  Na Li,et al.  The importance of affective quality , 2005, CACM.

[49]  Susan T. Fiske,et al.  Attention and weight in person perception: The impact of negative and extreme behavior. , 1980 .

[50]  Joel B. Cohen,et al.  The Nature and Role of Affect in Consumer Behavior , 2008 .

[51]  G. Clore,et al.  Feelings and phenomenal experiences , 1996 .

[52]  W. Greene,et al.  计量经济分析 = Econometric analysis , 2009 .

[53]  E. Higgins,et al.  Social psychology: Handbook of basic principles. , 1996 .

[54]  Gabriel J. Biehal,et al.  Memory-Based Inferences during Consumer Choice , 1990 .

[55]  Dale Goodhue,et al.  Task-Technology Fit and Individual Performance , 1995, MIS Q..

[56]  M. Zeelenberg,et al.  Investigating the Appraisal Patterns of Regret and Disappointment , 2002 .

[57]  Chrysanthos Dellarocas,et al.  The Digitization of Word-of-Mouth: Promise and Challenges of Online Feedback Mechanisms , 2003, Manag. Sci..

[58]  Klaus R. Scherer,et al.  Facial expressions allow inference of both emotions and their components , 2008 .

[59]  S. Sen,et al.  Why are you telling me this? An examination into negative consumer reviews on the Web , 2007 .

[60]  S. Chaiken,et al.  Dual-process theories in social psychology , 1999 .

[61]  Jack M. Feldman,et al.  Self-generated validity and other effects of measurement on belief, attitude, intention, and behavior. , 1988 .

[62]  Dan Jong Kim,et al.  Customer self-service systems: The effects of perceived Web quality with service contents on enjoyment, anxiety, and e-trust , 2007, Decis. Support Syst..

[63]  Paul Resnick,et al.  Trust among strangers in internet transactions: Empirical analysis of eBay' s reputation system , 2002, The Economics of the Internet and E-commerce.

[64]  Han Zhang,et al.  Determinants of online merchant rating: Content analysis of consumer comments about Yahoo merchants , 2008, Decis. Support Syst..

[65]  Rebecca Walker Reczek,et al.  Seeing Ourselves in Others: Reviewer Ambiguity, Egocentric Anchoring, and Persuasion , 2011 .

[66]  Leonard Berkowitz,et al.  Toward an understanding of the determinants of anger. , 2004, Emotion.

[67]  W. Russell Neuman,et al.  The affect effect : dynamics of emotion in political thinking and behavior , 2007 .

[68]  Gilad Ravid,et al.  Information overload and the message dynamics of online interaction spaces: a theoretical model and empirical exploration , 2004, IEEE Engineering Management Review.

[69]  Ana Ortiz de Guinea,et al.  Why break the habit of a lifetime? rethinking the roles of intention, habit, and emotion in continuing information technology use , 2009 .

[70]  Angelika Dimoka,et al.  The Nature and Role of Feedback Text Comments in Online Marketplaces: Implications for Trust Building, Price Premiums, and Seller Differentiation , 2006, Inf. Syst. Res..

[71]  G. Bodenhausen,et al.  Negative affect and social judgment: The differential impact of anger and sadness , 1994 .

[72]  K. Vohs,et al.  Case Western Reserve University , 1990 .

[73]  Kristen A. Lindquist,et al.  Language and the perception of emotion. , 2006, Emotion.

[74]  Craig A. Smith,et al.  Patterns of cognitive appraisal in emotion. , 1985, Journal of personality and social psychology.

[75]  L. Tiedens,et al.  The Effect of Anger on the Hostile Inferences of Aggressive and Nonaggressive People: Specific Emotions, Cognitive Processing, and Chronic Accessibility , 2001 .

[76]  David Schuff,et al.  Is It the Review or the Reviewer? a Multi-Method Approach to Determine the Antecedents of Online Review Helpfulness , 2011, 2011 44th Hawaii International Conference on System Sciences.

[77]  A. Manstead,et al.  An interpersonal approach to emotion in social decision making: the emotions as social information model , 2010 .