To Switch or Not To Switch

The authors designed and ran an experiment to measure social influence in online recommender systems, specifically, how often people’s choices are changed by others’ recommendations when facing different levels of confirmation and conformity pressures. In this experiment, participants were first asked to provide their preference from pairs of items. They were then asked to make second choices about the same pairs with knowledge of other people’s preferences. The results show that other people’s opinions significantly sway people’s own choices. The influence is stronger when people are required to make their second decision sometime later (22.4%) rather than immediately (14.1%). Moreover, people seem to be most likely to reverse their choices when facing a moderate, as opposed to large, number of opposing opinions. Finally, the time people spend making the first decision significantly predicts whether they will reverse their decisions later on, whereas demographics such as age and gender do not. These results have implications for consumer behavior research as well as online marketing strategies.

[1]  Greg Linden,et al.  Amazon . com Recommendations Item-to-Item Collaborative Filtering , 2001 .

[2]  S. Sénécal,et al.  The influence of online product recommendations on consumers' online choices , 2004 .

[3]  Fang Wu,et al.  Management fads, pedagogies, and other soft technologies , 2009 .

[4]  Li Chen,et al.  A user-centric evaluation framework for recommender systems , 2011, RecSys '11.

[5]  Aniket Kittur,et al.  Crowdsourcing user studies with Mechanical Turk , 2008, CHI.

[6]  E. A. Burtt The English Philosophers from Bacon to Mill , 1977 .

[7]  Izak Benbasat,et al.  E-Commerce Product Recommendation Agents: Use, Characteristics, and Impact , 2007, MIS Q..

[8]  B. Latané The psychology of social impact. , 1981 .

[9]  Matthew J. Salganik,et al.  Experimental Study of Inequality and Unpredictability in an Artificial Cultural Market , 2006, Science.

[10]  John Riedl,et al.  Is seeing believing?: how recommender system interfaces affect users' opinions , 2003, CHI '03.

[11]  Sean M. McNee,et al.  Being accurate is not enough: how accuracy metrics have hurt recommender systems , 2006, CHI Extended Abstracts.

[12]  L. Ross,et al.  Perseverance in self-perception and social perception: biased attributional processes in the debriefing paradigm. , 1975, Journal of personality and social psychology.

[13]  R. Bond,et al.  Culture and conformity: A meta-analysis of studies using Asch's (1952b, 1956) line judgment task. , 1996 .

[14]  Dwayne D. Gremler,et al.  Electronic word-of-mouth via consumer-opinion platforms: What motivates consumers to articulate themselves on the Internet? , 2004 .

[15]  David Heckerman,et al.  Empirical Analysis of Predictive Algorithms for Collaborative Filtering , 1998, UAI.

[16]  P. Wason On the Failure to Eliminate Hypotheses in a Conceptual Task , 1960 .

[17]  Joel B. Cohen,et al.  Informational Social Influence and Product Evaluation. , 1972 .

[18]  Bernardo A. Huberman,et al.  Rankr: A Mobile System for Crowdsourcing Opinions , 2011, MobiCASE.

[19]  Fang Wu,et al.  Opinion formation under costly expression , 2010, TIST.

[20]  Noah J. Goldstein,et al.  Social influence: compliance and conformity. , 2004, Annual review of psychology.

[21]  D. Helbing,et al.  How social influence can undermine the wisdom of crowd effect , 2011, Proceedings of the National Academy of Sciences.

[22]  Lawrence K. Waters,et al.  Informational social influence and product quality judgments. , 1977 .

[23]  R. Nickerson Confirmation Bias: A Ubiquitous Phenomenon in Many Guises , 1998 .

[24]  R. E. Burnkrant,et al.  Informational and Normative Social Influence in Buyer Behavior , 1975 .

[25]  Friedrich W. Hesse,et al.  I will do it, but i don't like it: user reactions to preference-inconsistent recommendations , 2011, CHI.

[26]  Panagiotis G. Ipeirotis,et al.  Running Experiments on Amazon Mechanical Turk , 2010, Judgment and Decision Making.

[27]  J. Brehm A theory of psychological reactance. , 1981 .

[28]  S. Asch Studies of independence and conformity: I. A minority of one against a unanimous majority. , 1956 .

[29]  L. Festinger A Theory of Cognitive Dissonance , 1957 .

[30]  L. Festinger A Theory of Social Comparison Processes , 1954 .