The effect of online reviews on addressing endogeneity in discrete choice models

Data Science and Management - Tập 2 - Trang 1-11 - 2021
Xinlong Tan1, Yuming Xiao2
1Bayes Data Intelligence Technology Service Ltd., Xi'an, 710075, China
2Shuyun Information Technology Ltd., Hangzhou, 310063, China

Tài liệu tham khảo

Alzate, 2021, Online reviews and product sales: the role of review visibility, Journal of Theoretical and Applied Electronic Commerce Research, 16, 638, 10.3390/jtaer16040038 Berry, 1994, Estimating discrete-choice models of product differentiation, Rand J. Econ., 25, 242, 10.2307/2555829 Berry, 2014, Identification in differentiated products markets using market level data, Econometrica, 82, 1749, 10.3982/ECTA9027 Berry, 1995, Automobile prices in market equilibrium, Econometrica: Journal of the Econometric Society, 63, 841, 10.2307/2171802 Berry, 2004, Differentiated products demand systems from a combination of micro and macro data: the new car market, J. Polit. Econ., 112, 68, 10.1086/379939 Byrne, 2004, Identification and estimation of differentiated products models using market size and cost data, Neelam Jain, 33, 651 Cao Cecere, 2015, Innovation and competition in the smartphone industry: is there a dominant design?, Telecommun. Pol., 39, 162, 10.1016/j.telpol.2014.07.002 Chen, 2018, The dynamic effects of online product reviews on purchase decisions, Technol. Econ. Dev. Econ., 24, 2045, 10.3846/tede.2018.4545 Chris, 2018, Pricing in the sharing economy: a hedonic pricing model applied to Airbnb listings, J. Trav. Tourism Market., 35, 46, 10.1080/10548408.2017.1308292 Coccia, 2018 Crawford, 2019 Dellarocas, 2006, Strategic manipulation of internet opinion forums: implications for consumers and firms, Manag. Sci., 52, 1577, 10.1287/mnsc.1060.0567 Gao, 2019, Target-dependent sentiment classification with BERT, IEEE Access, 7, 154290, 10.1109/ACCESS.2019.2946594 Gibbs, 2018, Pricing in the sharing economy: a hedonic pricing model applied to Airbnb listings, J. Trav. Tourism Market., 35, 46, 10.1080/10548408.2017.1308292 Glorot, 2011, Domain adaptation for large-scale sentiment classification: a deep learning approach, 513 Go, 2009, Twitter sentiment classification using distant supervision. CS224N Project Report, Stanford, 1 Goolsbee, 2004, The Consumer gains from direct broadcast satellites and the competition with cable TV, Econometrica, 351, 351, 10.1111/j.1468-0262.2004.00494.x Gordon, 2009, A dynamic model of consumer replacement cycles in the PC processor industry, Market. Sci., 28, 846, 10.1287/mksc.1080.0448 Gowrisankaran, 2012, Dynamics of consumer demand for new durable goods, J. Polit. Econ., 120, 1173, 10.1086/669540 Guevara, 2006, Endogeneity in residential location choice models, Transport. Res. Rec.: Journal of the Transportation Research Board, 1977, 60, 10.1177/0361198106197700108 Guevara, 2010, Addressing endogeneity in discrete choice models: assessing control-function and latent-variable methods Hoffman, 1988, Multinomial and conditional logit discrete-choice models in demography, Demography, 25, 415, 10.2307/2061541 Lee, 2020, Using the social influence of electronic word-of-mouth for predicting product sales: the moderating effect of review or reviewer helpfulness and product type, Sustainability, 12, 7952, 10.3390/su12197952 Lee, 2017 Li, 2018, Impact of online customer reviews on sales outcomes: an empirical study based on prospect theory, The Review of Socionetwork Strategies, 12, 135, 10.1007/s12626-018-0022-9 Li, 2019, The effect of online reviews on product sales: a joint sentiment-topic analysis, Inf. Manag., 56, 172, 10.1016/j.im.2018.04.007 Liang, 2015, What in consumer reviews affects the sales of mobile apps: a multifacet sentiment analysis approach, Int. J. Electron. Commer., 20, 236, 10.1080/10864415.2016.1087823 Lou, 2012, What difference does dynamics make? The case of digital cameras, Int. J. Ind. Organ., 30, 30, 10.1016/j.ijindorg.2011.05.001 Matas, 2009, Hedonic prices for cars: an application to the Spanish car market, 1981–2005, Appl. Econ., 41, 2887, 10.1080/00036840701720945 Monson, 2009, Valuation using hedonic pricing models, Cornell Real Estate Review, 7, 62 Nerlove, 1995, Hedonic price functions and the measurement of preferences: the case of Swedish wine consumers, Eur. Econ. Rev., 39, 1697, 10.1016/0014-2921(95)00013-5 Pang, 2002, Thumbs up?: sentiment classification using machine learning techniques, 79 Petrin, 2010, A control function approach to endogeneity in consumer choice models, J. Market. Res., 47, 3, 10.1509/jmkr.47.1.3 Prince, 2008, Repeat purchase amid rapid quality improvement: structural estimation of demand for personal computers, J. Econ. Manag. Strat., 17, 1, 10.1111/j.1530-9134.2008.00169.x Rosen, 1974, Hedonic prices and implicit markets: product differentiation in pure competition, J. Polit. Econ., 82, 34, 10.1086/260169 Rotimi, 2017, Critical review of hedonic pricing model application in property price appraisal: a case of Nigeria, International Journal of Sustainable Built Environment, 6, 250, 10.1016/j.ijsbe.2017.02.007 Schiraldi, 2011, Automobile replacement: a dynamic structural approach, Rand J. Econ., 42, 266, 10.1111/j.1756-2171.2011.00133.x Shcherbakov, 2016, Measuring consumer switching costs in the television industry, Rand J. Econ., 47, 366, 10.1111/1756-2171.12131 Sun, 2019, Exploring eWOM in online customer reviews: sentiment analysis at a fine-grained level, Eng. Appl. Artif. Intell., 81, 10.1016/j.engappai.2019.02.004 Tang, 2014, Learning sentiment-specific word embedding for twitter sentiment classification, 1555 Tang, 2015, Learning semantic representations of users and products for document level sentiment classification, 1014 Vaccari, 2020 Walker, 2002, Generalized random utility model, Math. Soc. Sci., 43, 303, 10.1016/S0165-4896(02)00023-9 Wang, 2020, A review of online product reviews, J. Serv. Sci. Manag., 13, 88 Wu, 2018, Hedonic pricing of cloud computing services., IEEE Transactions on Cloud Computing, 9, 182, 10.1109/TCC.2018.2858266 Yang, 2010, Identification of Consumer Switching Behavior, with Market Level Data Zhang, 2015, Chinese comments sentiment classification based on word2vec and SVMperf, Expert Syst. Appl., 42, 1857, 10.1016/j.eswa.2014.09.011 Zhang, 2019 Zhu, 2010, Impact of online consumer reviews on sales: the moderating role of product and consumer characteristics, J. Market., 74, 133, 10.1509/jm.74.2.133