Aggregation of Consumer Ratings: An Application to Yelp.com

Consumer review websites leverage the wisdom of the crowd, with each product being reviewed many times (some with more than 1,000 reviews). Because of this, the way in which information is aggregated is a central decision faced by consumer review websites. Given a set of reviews, what is the optimal way to construct an average rating? We

[1]  H. Akaike A new look at the statistical model identification , 1974 .

[2]  George A. Akerlof A theory of social custom, of which unemployment may be one consequence , 1980 .

[3]  A. Banerjee,et al.  A Simple Model of Herd Behavior , 1992 .

[4]  T. Sargent,et al.  Recursive Macroeconomic Theory , 2000 .

[5]  David Godes,et al.  Using Online Conversations to Study Word-of-Mouth Communication , 2004 .

[6]  J. L. Roux An Introduction to the Kalman Filter , 2003 .

[7]  J. Tirole,et al.  Incentives and Prosocial Behavior , 2005 .

[8]  Bing Liu,et al.  Mining and summarizing customer reviews , 2004, KDD.

[9]  Jonathan E. Alevy,et al.  Information cascades: Evidence from a field experiment with financial market professionals , 2005 .

[10]  Chrysanthos Dellarocas,et al.  Strategic Manipulation of Internet Opinion Forums: Implications for Consumers and Firms , 2004, Manag. Sci..

[11]  Dina Mayzlin,et al.  Promotional Chat on the Internet , 2006 .

[12]  F. Maxwell Harper,et al.  Social Comparisons and Contributions to Online Communities: A Field Experiment on MovieLens , 2010, Computational Social Systems and the Internet.

[13]  D. Ariely,et al.  Doing Good or Doing Well? Image Motivation and Monetary Incentives in Behaving Prosocially , 2007, SSRN Electronic Journal.

[14]  Bin Gu,et al.  Do online reviews matter? - An empirical investigation of panel data , 2008, Decis. Support Syst..

[15]  Thomas G McGuire,et al.  Using global ratings of health plans to improve the quality of health care. , 2008, Journal of health economics.

[16]  Lorin M. Hitt,et al.  Self Selection and Information Role of Online Product Reviews , 2007, Inf. Syst. Res..

[17]  Ling Liu,et al.  Do online reviews affect product sales? The role of reviewer characteristics and temporal effects , 2008, Inf. Technol. Manag..

[18]  A. Comarow America's best hospitals. , 2009, U.S. news & world report.

[19]  Paul A. Pavlou,et al.  Overcoming the J-shaped distribution of product reviews , 2009, CACM.

[20]  Devin Pope Reacting to rankings: evidence from "America's Best Hospitals". , 2009, Journal of health economics.

[21]  Paul Resnick,et al.  Eliciting Informative Feedback: The Peer-Prediction Method , 2005, Manag. Sci..

[22]  David Godes,et al.  Firm-Created Word-of-Mouth Communication: Evidence from a Field Test , 2009, Mark. Sci..

[23]  Wang Zhongmin,et al.  Anonymity, Social Image, and the Competition for Volunteers: A Case Study of the Online Market for Reviews , 2010 .

[24]  M. Rabin,et al.  Naïve Herding in Rich-Information Settings , 2010 .

[25]  John Morgan,et al.  Shrouded Attributes and Information Suppression: Evidence from the Field , 2010 .

[26]  J. Goldenberg,et al.  The chilling effects of network externalities , 2010 .

[27]  Panagiotis G. Ipeirotis,et al.  Deriving the Pricing Power of Product Features by Mining Consumer Reviews , 2011 .

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

[29]  A. Ghose,et al.  Designing Ranking Systems for Hotels on Travel Search Engines by Mining User-Generated and Crowd-Sourced Content , 2011 .

[30]  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.

[31]  David A. Schweidel,et al.  Online Product Opinions: Incidence, Evaluation, and Evolution , 2012, Mark. Sci..

[32]  Dina Mayzlin,et al.  Promotional Reviews: An Empirical Investigation of Online Review Manipulation , 2012 .

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

[34]  Beibei Li,et al.  Designing Ranking Systems for Hotels on Travel Search Engines by Mining User-Generated and Crowd-Sourced Content , 2011, Mark. Sci..

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

[36]  Michael Luca,et al.  Salience in Quality Disclosure: Evidence from the U.S. News College Rankings , 2013 .

[37]  Sean J. Taylor,et al.  Social Influence Bias: A Randomized Experiment , 2013, Science.

[38]  Marco Scarsini,et al.  Bayesian Social Learning from Consumer Reviews , 2019, Oper. Res..