Deriving the Pricing Power of Product Features by Mining Consumer Reviews
Published Online:30 Jun 2011https://doi.org/10.1287/mnsc.1110.1370
References
- Some tests of specification for panel data: Monte carlo evidence and an application to employment equations. Rev. Econom. Stud. (1991) 58(2):277–297Crossref, Google Scholar
- Another look at the instrumental variable estimation of error-components models. J. Econometrics (1995) 68(1):29–51Crossref, Google Scholar
- Managerial value and intrinsic risk aversion. Decision Making: Descriptive, Normative, and Prescriptive Interactions (1988) (Cambridge University Press, New York) 384–397Crossref, Google Scholar
- Automobile prices in market equilibrium. Econometrica (1995) 63(4):841–890Crossref, Google Scholar
- Internet forums as influential sources of consumer information. J. Interactive Marketing (2001) 15(3):31–40Crossref, Google Scholar
- Initial conditions and moment restrictions in dynamic panel data models. J. Econometrics (1998) 87(1):115–143Crossref, Google Scholar
- A learning-based model for imputing missing levels in partial conjoint profiles. J. Marketing Res. (2004) 41(4):369–381Crossref, Google Scholar
- Consumer surplus in the digital economy: Estimating the value of increased product variety. Management Sci. (2003) 49(11):1580–1596Link, Google Scholar
- On asymptotic normality of limiting density functions with bayesian implications. J. Roy. Statist. Soc. (1985) 47(3):540–546Google Scholar
- Online consumer review: Word-of-mouth as a new element of marketing communication mix. Management Sci. (2008) 54(3):477–491Link, Google Scholar
- Measuring prices and price competition online: Amazon.com and BarnesandNoble.com. Quant. Marketing Econom. (2003) 1(2):203–222Crossref, Google Scholar
- The effect of word of mouth on sales: Online book reviews. J. Marketing Res. (2006) 43(3):345–354Crossref, Google Scholar
- Yahoo! for Amazon: Sentiment extraction from small talk on the Web. Management Sci. (2007) 53(9):1375–1388Link, Google Scholar
- Estimating aggregate consumer preferences from online product reviews. Internat. J. Res. Marketing (2010) 27(4):293–307Crossref, Google Scholar
- . Exploring the value of online product ratings in revenue forecasting: The case of motion pictures. (2007) . Working paper, Robert H. Smith School of Business, University of Maryland, College ParkGoogle Scholar
- Do online reviews matter? An empirical investigation of panel data. (2005) . Technical report, McCombs Research Paper Series, University of Texas at Austin, AustinGoogle Scholar
- Pattern Classification (2000) 2nd ed.(John Wiley & Sons, New York) Google Scholar
- From story line to box office: A new approach for green-lighting movie scripts. Management Sci. (2007) 53(6):881–893Link, Google Scholar
- WordNet: An Electronic Lexical Database (1998) (MIT Press, Cambridge, MA) Crossref, Google Scholar
- Examining the relationship between reviews and sales: The role of reviewer identity disclosure in electronic markets. Inform. Systems Res. (2008) 19(3):291–313Link, Google Scholar
- Bayesian prediction in hybrid conjoint analysis. J. Marketing Res. (2002) 39(2):253–261Crossref, Google Scholar
- Text mining for product attribute extraction. SIGKDD Explorations (2006) 1(8):41–48Crossref, Google Scholar
- Estimating the helpfulness and economic inpact of product reviews: Mining text and reviewer characteristics. IEEE Trans. Knowledge Data Engrg. (2010) (IEEE Computer Society, Washington, DC) . http://doi.ieeecomputersociety.org/10.1109/TKDE.2010.188Google Scholar
- Opinion mining using econometrics: A case study on reputation systems. Proc. 44th Annual Meeting Assoc. Comput. Linguistics (ACL 2007) (2007) (Association for Computational Linguistics, Stroudsburg, PA) 416–423Google Scholar
- Designing ranking systems for hotels on travel search engines by mining user-generated and crowd-sourced content. (2011) . Working paper, New York University, New YorkCrossref, Google Scholar
- Evaluating pricing strategy using ecommerce data: Evidence and estimation challenges. Statist. Sci. (2006) 21(2):131–142Crossref, Google Scholar
- Market share constraints and the loss function in choice-based conjoint analysis. Marketing Sci. (2008) 27(6):995–1011Link, Google Scholar
- Using online conversations to study word-of-mouth communication. Marketing Sci. (2004) 23(4):545–560Link, Google Scholar
- Conjoint analysis in consumer research: Issues and outlook. J. Consumer Res. (1978) 5(2):103–123Crossref, Google Scholar
- Large sample properties of generalized method of moments estimators. Econometrica (1982) 50(4):1029–1054Crossref, Google Scholar
- Observed and unobserved preference heterogeneity in brand-choice models. Marketing Sci. (2006) 25(4):322–335Link, Google Scholar
- Mining and summarizing customer reviews. Proc. 10th ACM SIGKDD Internat. Conf. Knowledge Discovery and Data Mining (KDD-2004) (2004) (Association for Computing Machinery, New York) 168–177Crossref, Google Scholar
- Why do online product reviews have a J-shaped distribution? Overcoming biases in online word-of-mouth communication. (2008) . Working paper, Singapore Management University, SingaporeGoogle Scholar
- Adaptive conjoint analysis. Sawtooth Software Conf. Perceptual Mapping, Conjoint Anal. Comput. Interviewing (1987) (Sawtooth Software, Sequim, WA) Google Scholar
- A study of cross-validation and bootstrap for accuracy estimation and model selection. Proc. 14th Internat. Joint Conf. Artificial Intelligence (IJCAI-95) (1995) (American Association for Artificial Intelligence, Menlo Park, CA) 1137–1143Google Scholar
- Automatic construction of conjoint attributes and levels from online customer reviews. (2007) . Working paper, The Wharton School, University of Pennsylvania, PhiladelphiaGoogle Scholar
- Self-selection and information role of online product reviews. Inform. Systems Res. (2008) 19(4):456–474Link, Google Scholar
- Opinion observer: Analyzing and comparing opinions on the Web. Proc. 14th Internat. World Wide Web Conf. (WWW 2005) (2005) Chiba, Japan:342–351Crossref, Google Scholar
- Word of mouth for movies: Its dynamics and impact on box office revenue. J. Marketing (2006) 70(3):74–89Crossref, Google Scholar
- The development and impact of consumer word of mouth in new product diffusion. (2009) . Working paper, Tuck School of Business at Dartmouth, Hanover, NHCrossref, Google Scholar
- Foundations of Statistical Natural Language Processing (1999) (MIT Press, Cambridge, MA) Google Scholar
- A unified approach to conjoint analysis models. J. Amer. Statist. Assoc. (2002) 97(459):674–682Crossref, Google Scholar
- Random group effects and the precision of regression estimates. J. Econometrics (1986) 32(3):385–397Crossref, Google Scholar
- Information and consumer behavior. J. Political Econom. (1970) 78(2):311–329Crossref, Google Scholar
- Mine your own business: market structure surveillance through text mining. (2011) . Working paper, Columbia University, New YorkGoogle Scholar
- A reconsideration of hedonic price indexes with an application to PCs. Amer. Econom. Rev. (2003) 93(5):1578–1596Crossref, Google Scholar
- Opinion mining and sentiment analysis. Foundations and Trends Inform. Retrieval (2008) 2(1–2):1–135Crossref, Google Scholar
- Modeling multiattribute utility, risk, and belief dynamics for new consumer durable brand choice. Management Sci. (1988) 34(2):167–185Link, Google Scholar
- How to do xtabond2: An introduction to “difference” and “system” GMM in Stata. (2006) . Working Paper 103, Center for Global Development, Washington, DCGoogle Scholar
- Hedonic prices and implicit markets: Product differentiation in pure competition. J. Political Econom. (1974) 82(1):34–55Crossref, Google Scholar
- The estimation of economic relationships using instrumental variables. Econometrica (1958) 26(3):393–415Crossref, Google Scholar
- Get another label? Improving data quality and data mining using multiple, noisy labelers. Proc. 14th ACM SIGKDD Internat. Conf. Knowledge Discovery and Data Mining (KDD-2007) (2008) (Association for Computing Machinery, New York) 614–622Crossref, Google Scholar
- Cheap and fast but is it good? evaluating non-expert annotations for natural language tasks. Proc. Conf. Empirical Methods in Natural Language Processing (EMNLP 2008) (2008) (Association for Computational Linguistics, Stroudsburg, PA) 254–263Crossref, Google Scholar
- A conjunctive-compensatory approach to the self-explication of multiattributed preferences. Decision Sci. (1988) 19(2):295–305Crossref, Google Scholar
- Fast polyhedral adaptive conjoint estimation. Marketing Sci. (2003) 22(3):273–303Link, Google Scholar
- Thumbs up or thumbs down? Semactic orientation applied to unsupervised classification of reviews. Proc. 40th Annual Meeting Assoc. Comput. Linguistics (ACL 2002) (2002) (Association for Computational Linguistics, Stroudsburg, PA) 417–424Google Scholar
- Measuring praise and criticism: Inference of semantic orientation from association. ACM Trans. Inform. Systems (2003) 21(4):315–346Crossref, Google Scholar
- Endogeneity in brand choice models. Management Sci. (1999) 45(10):1324–1338Link, Google Scholar
- Labeling images with a computer game. CHI '04: Proc. SIGCHI Conf. Human Factors Comput. Systems (2004) (Association for Computing Machinery, New York) 319–326Crossref, Google Scholar
- A finite sample correction for the variance of linear efficient two-step GMM estimators. J. Econometrics (2005) 126(1):25–51Crossref, Google Scholar

