Explaining and predicting online review helpfulness: The role of content and reviewer-related signals

Decision Support Systems - Tập 108 - Trang 1-12 - 2018
Michael Siering1, Jan Muntermann2, Balaji Rajagopalan3
1Goethe University Frankfurt, Theodor-W.-Adorno-Platz 4, 60323 Frankfurt, Germany
2University of Goettingen, Platz der Göttinger Sieben 5, 37073 Göttingen, Germany
3Northern Illinois University, College of Business, 1425 W. Lincoln Highway, DeKalb, IL 60115, USA

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Chevalier, 2006, The effect of word of mouth on sales: online book reviews, J. Mark. Res., 43, 345, 10.1509/jmkr.43.3.345

Forman, 2008, Examining the relationship between reviews and sales: the role of reviewer identity disclosure in electronic markets, Inf. Syst. Res., 19, 291, 10.1287/isre.1080.0193

Zhu, 2010, Impact of online consumer reviews on sales: the moderating role of product and consumer characteristics, J. Mark., 74, 133, 10.1509/jmkg.74.2.133

Mudambi, 2010, What makes a helpful online review? A study of customer reviews on amazon.com, MIS Q., 34, 185, 10.2307/20721420

Ghose, 2011, Estimating the helpfulness and economic impact of product reviews: mining text and reviewer characteristics, IEEE Trans. Knowl. Data Eng., 23, 1498, 10.1109/TKDE.2010.188

Yin, 2011, Dreading and ranting: the distinct effects of anxiety and anger in online seller reviews

Huang, 2013, Comprehension and assessment of product reviews: a review-product congruity proposition, J. Manag. Inf. Syst., 30, 311, 10.2753/MIS0742-1222300311

Wu, 2011, The influences of negativity and review quality on the helpfulness of online reviews

Korfiatis, 2012, Evaluating content quality and helpfulness of online product reviews: the interplay of review helpfulness vs. review content, Electron. Commer. Res. Appl., 11, 205, 10.1016/j.elerap.2011.10.003

Donath, 2008, Signals in social supernets, J. Comput.-Mediat. Commun., 13, 231, 10.1111/j.1083-6101.2007.00394.x

Kim, 2006, Automatically assessing review helpfulness, 423

Spence, 2002, Signaling in retrospect and the informational structure of markets, Am. Econ. Rev., 92, 434, 10.1257/00028280260136200

Spence, 1973, Job market signaling, Q. J. Econ., 87, 355, 10.2307/1882010

Spence, 1974

Akerlof, 1970, The market for "lemons": quality uncertainty and the market mechanism, Q. J. Econ., 84, 488, 10.2307/1879431

Pavlou, 2007, Understanding and mitigating uncertainty in online exchange relationships: a principal-agent perspective, MIS Q., 31, 105, 10.2307/25148783

Celani, 2011, Signaling theory and applicant attraction outcomes, Pers. Rev., 40, 222, 10.1108/00483481111106093

Lampe, 2007, A familiar Face(book): profile elements as signals in an online social network

Siering, 2013, How to identify tomorrow's most active social commerce contributors? Inviting starlets to the reviewer hall of fame

Connelly, 2011, Signaling theory: a review and assessment, J. Manag., 37, 39

Grewal, 1994, The moderating effects of message framing and source credibility on the price-perceived risk relationship, J. Consum. Res., 21, 145, 10.1086/209388

White, 2005, Consumer trust and advice acceptance: the moderating roles of benevolence, expertise, and negative emotions, J. Consum. Psychol., 15, 141, 10.1207/s15327663jcp1502_6

Eagly, 1975, An attribution analysis of the effect of communicator characteristics on opinion change: the case of communicator attractiveness, J. Pers. Soc. Psychol., 32, 136, 10.1037/h0076850

Zeithaml, 1988, Consumer perceptions of price, quality, and value: a means-end model and synthesis of evidence, J. Mark., 52, 2, 10.2307/1251446

Sweeney, 2001, Consumer perceived value: the development of a multiple item scale, J. Retail., 77, 203, 10.1016/S0022-4359(01)00041-0

Howard, 1969

Nelson, 1970, Information and consumer behavior, J. Polit. Econ., 78, 311, 10.1086/259630

Park, 2009, Information direction, website reputation and eWOM effect: a moderating role of product type, J. Bus. Res., 62, 61, 10.1016/j.jbusres.2007.11.017

Wen, 2009, Factors affecting the online travel buying decision: a review, Int. J. Contemp. Hosp. Manag., 21, 752, 10.1108/09596110910975990

Yang, 2004, Online service quality dimensions and their relationships with satisfaction: a content analysis of customer reviews of securities brokerage services, Int. J. Serv. Ind. Manag., 15, 302, 10.1108/09564230410540953

McCluskey, 2000, A game theoretic approach to organic foods: an analysis of asymmetric information and policy, Agric. Resour. Econ. Rev., 29, 1, 10.1017/S1068280500001386

Uhl, 2011, Explaining U.S. consumer behavior with news sentiment, 2, 1

Schindler, 2012, Perceived helpfulness of online consumer reviews: the role of message content and style, J. Consum. Behav., 11, 234, 10.1002/cb.1372

Krosnick, 1993, Attitude strength: one construct or many related constructs?, J. Pers. Soc. Psychol., 65, 1132, 10.1037/0022-3514.65.6.1132

Marks, 1985, The effect of certainty on consensus judgments, Personal. Soc. Psychol. Bull., 11, 165, 10.1177/0146167285112005

Bennett, 1975, The role of confidence in understanding and predicting buyers' attitudes and purchase intentions, J. Consum. Res., 2, 110, 10.1086/208622

Mavlanova, 2012, Signaling theory and information asymmetry in online commerce, Inf. Manag., 49, 240, 10.1016/j.im.2012.05.004

Kuan, 2015, What makes a review voted? An empirical investigation of review voting in online review systems, J. Assoc. Inf. Syst., 16, 48

Goes, 2014, “Popularity effect” in user-generated content: evidence from online product reviews, Inf. Syst. Res., 25, 222, 10.1287/isre.2013.0512

Hennig-Thurau, 2004, Electronic word-of-mouth via consumer-opinion platforms: what motivates consumers to articulate themselves on the Internet?, J. Interact. Mark., 18, 38, 10.1002/dir.10073

Kim, 2008, A trust-based consumer decision-making model in electronic commerce: the role of trust, perceived risk, and their antecedents, Decis. Support. Syst., 44, 544, 10.1016/j.dss.2007.07.001

Jensen, 2013, Credibility of anonymous online product reviews: a language expectancy perspective, J. Manag. Inf. Syst., 30, 293, 10.2753/MIS0742-1222300109

Ong, 2014, Linguistic characteristics of shill reviews, Electron. Commer. Res. Appl., 13, 69, 10.1016/j.elerap.2013.10.002

Gan, 2012, Helpfulness of online user reviews: more is less

Jiang, 2007, Outsourcing impact on manufacturing firms' value: evidence from Japan, J. Oper. Manag., 25, 885, 10.1016/j.jom.2006.12.002

Zahra, 2004, Governance of the entrepreneurial threshold firm: a knowledge-based perspective, J. Manag. Stud., 41, 885, 10.1111/j.1467-6486.2004.00458.x

Janney, 2006, Moderating effects of investor experience on the signaling value of private equity placements, J. Bus. Ventur., 21, 27, 10.1016/j.jbusvent.2005.02.008

Pu, 2017, The double-edged sword of expert reviewer programs: the effects of offering expert reviewer status on review generation

Shen, 2015, Competing for attention: an empirical study of online reviewers' strategic behavior, MIS Q., 39, 10.25300/MISQ/2015/39.3.08

Han, 2006

Kohavi, 1995, A study of cross-validation and bootstrap for accuracy estimation and model selection, 14

Weber, 1983, Measurement models for content analysis, Qual. Quant., 17, 127, 10.1007/BF00143616

Rosenberg, 1990, Content analysis: a comparison of manual and computerized systems, J. Pers. Assess., 54, 298, 10.1207/s15327752jpa5401&2_28

Schnurr, 1986, A methodological note on content analysis: estimates of reliability, J. Pers. Assess., 50, 601, 10.1207/s15327752jpa5004_7

Liu, 2015

Krippendorff, 2013

Stone, 1963, A computer approach to content analysis: studies using the general inquirer system, 241

Stone, 1962, The general inquirer: a computer system for content analysis and retrieval based on the sentence as a unit of information, Behav. Sci., 7, 484, 10.1002/bs.3830070412

Weber, 1990

Kelly, 1975

Amazon

Wolff-Mann

Diebold, 1998

Hawkins, 2004, The problem of overfitting, J. Chem. Inf. Comput. Sci., 44, 1, 10.1021/ci0342472

Salehan, 2016, Predicting the performance of online consumer reviews: a sentiment mining approach to big data analytics, Decis. Support. Syst., 81, 30, 10.1016/j.dss.2015.10.006

Lu, 2007, A comparison of anonymous versus identifiable e-peer review on college student writing performance and the extent of critical feedback, J. Interact. Online Learn., 6, 100

Baccianella, 2009, Multi-facet rating of product reviews proceedings of the ECIR 2009, LNCS, 5478, 461

Tetlock, 2007, Giving content to investor sentiment: the role of media in the stock market, J. Financ., 62, 1139, 10.1111/j.1540-6261.2007.01232.x