journal article Sep 02, 2008

Choice Models in Marketing: Economic Assumptions, Challenges and Trends

View at Publisher Save 10.1561/1700000008
Abstract
Direct utility models of consumer choice are reviewed and developed for understanding consumer preferences. We begin with a review of statistical models of choice, posing a series of modeling challenges that are resolved by considering economic foundations based on constrained utility maximization. Direct utility models differ from other choice models by directly modeling the consumer utility function used to derive the likelihood of the data through Kuhn-Tucker conditions. Recent advances in Bayesian estimation make the estimation of these models computationally feasible, offering advantages in model interpretation over models based on indirect utility, and descriptive models that tend to be highly parameterized. Future trends are discussed in terms of the antecedents and enhancements of utility function specification.
Topics

No keywords indexed for this article. Browse by subject →

References
138
[1]
Ainslie "Similarities in choice behavior across product categories" Marketing Science (1998) 10.1287/mksc.17.2.91
[2]
Allenby (2008) 10.2139/ssrn.1094294
[3]
Allenby "Modeling household purchase behavior with logistics normal regression" Journal of American Statistical Association (1994) 10.1080/01621459.1994.10476863
[4]
Allenby "Reassessing brand loyalty, price sensitivity, and merchandising effects on consumer brand choice" Journal of Business Economic Statistics (1995) 10.1080/07350015.1995.10524602
[5]
Allenby "Quality perceptions and asymmetric switching between brands" Marketing Science (1991) 10.1287/mksc.10.3.185
[6]
Allenby "A marginal-predictive approach to identifying household parameters" Marketing Letters (1993) 10.1007/bf00999229
[7]
Anderson (1971)
[8]
Arora "A hierarchical bayes model of primary and secondary demand" Marketing Science (1998) 10.1287/mksc.17.1.29
[9]
Bajari "Comment" Quantitative Marketing and Economics (2003) 10.1023/b:qmec.0000003328.15220.5a
[10]
Basu "Indirect network externality effects on product attributes" Marketing Science (2003) 10.1287/mksc.22.2.209.16037
[11]
Bechtel "Share-ration estimation of the nested multinomial logit model" Journal of Marketing Research (1990) 10.1177/002224379002700211
[12]
Berry "Automobile prices in market equilibrium" Econometrica (2004) 10.2307/2171802
[13]
Bettman "Constructive consumer choice processes" Journal of Consumer Research (1998) 10.1086/209535
[14]
Blattberg "Price-induced patterns of competition" Marketing Science (1989) 10.1287/mksc.8.4.291
[15]
Bradlow "A learning-based model for imputing missing levels in partial conjoint profiles" Journal of Marketing Research (2004) 10.1509/jmkr.41.4.369.47018
[16]
Bradlow "A hierarchical bayes model for assortment choice" Journal of Marketing Research (2000) 10.1509/jmkr.37.2.259.18733
[17]
Busemeyer "Decision field theory: A dynamic-cognitive approach to decision making" Psychological Review (1993) 10.1037/0033-295x.100.3.432
[18]
Carroll "Psychometric methods in marketing research: Part I, Conjoint analysis" Journal of Marketing Research (1995)
[19]
Chan "Estimating a continuous hedonic-choice model with an application to demand for soft drinks" Journal of Economics (2006)
[20]
Chiang "A simultaneous approach to the whether, what and how much to buy questions" Marketing Science (1991) 10.1287/mksc.10.4.297
[21]
Chib "Model of brand choice with a no-purchase option calibrated to scanner-panel data" Journal of Marketing Research (2004) 10.1509/jmkr.41.2.184.28674
[22]
Chintagunta "Estimating a multinomial probit model of brand choice using the method of simulated moments" Marketing Science (1992) 10.1287/mksc.11.4.386
[23]
Chintagunta "Investigating purchase incidence, brand choice and purchase quantity decisions of households" Marketing Science (1993) 10.1287/mksc.12.2.184
[24]
Chintagunta "Variety seeking, purchase timing, and the “Lightning Bolt” brand choice model" Management Science (1999) 10.1287/mnsc.45.4.486
[25]
Chintagunta "Investigating category pricing behavior in a retail chain" Journal of Marketing Research (2002) 10.1509/jmkr.39.2.141.19090
[26]
Cooke "Stimulus context and the formation of consumer ideals" Journal of Consumer Research (2004) 10.1086/383428
[27]
Daganzo (1979)
[28]
Deaton (1980) 10.1017/cbo9780511805653
[29]
Dellaert "The economics and psychology of consumer search: Process-level perspectives" Advances in Consumer Research (2004)
[30]
Diederich "Dynamic stochastic models for decision making under time pressure" Journal of Mathematical Psychology (1997) 10.1006/jmps.1997.1167
[31]
Domencich (1975)
[32]
Dube "Multiple discreteness and product differentiation: Demand for carbonated soft drinks" Marketing Science (2004) 10.1287/mksc.1030.0041
[33]
Dube (2006)
[34]
Erdem "A dynamic analysis of market structure based on panel data" Marketing Science (1996) 10.1287/mksc.15.4.359
[35]
Erdem "An empirical analysis of umbrella branding" Journal of Marketing Research (1998) 10.1177/002224379803500305
[36]
Erdem "Brand and quantity choice dynamics under price uncertainty" Quantitative Marketing and Economics (2003) 10.1023/a:1023536326497
[37]
Erdem "Decision-making under uncertainty: Capturing dynamic brand choice processes in turbulent consumer goods markets" Marketing Science (1996) 10.1287/mksc.15.1.1
[38]
Erdem "Understanding referenceprice shoppers: A within- and cross-category analysis" Journal of Marketing Research (2001) 10.1509/jmkr.38.4.445.18909
[39]
Erdem "Brand credibility and its role in brand choice and consideration" Journal of Consumer Research (2004) 10.1086/383434
[40]
Erdem "Econometric modeling of competition: A multi-category choice-based mapping approach" Journal of Econometrics (1999) 10.1016/s0304-4076(98)00059-1
[41]
Feinberg "Market share response when consumers seek variety" Journal of Marketing Research (1992) 10.1177/002224379202900207
[42]
On the mathematical foundations of theoretical statistics

R. A. Fisher

Philosophical Transactions of the Royal Society of... 1922 10.1098/rsta.1922.0009
[43]
Gensch "The multinomial, multiattribute logit choice model" Journal of Marketing Research (1979) 10.1177/002224377901600117
[44]
Gilbride "A choice model with conjunctive, disjunctive, and compensatory screening rules" Marketing Science (2004) 10.1287/mksc.1030.0032
[45]
Gilbride "Estimating heterogeneous EBA and economic screening rule choice models" Marketing Science (2006) 10.1287/mksc.1060.0211
[46]
Green "A hybrid conjoint model with individual-level interaction estimation" Advances in Consumer Research (1993)
[47]
Green "Conjoint analysis in consumer research: Issues and outlook" Journal of Consumer Research (1978) 10.1086/208721
[48]
Greene (2003)
[49]
Guadagni "A logit model of brand choice calibrated on scanner data" Marketing Science (1983) 10.1287/mksc.2.3.203
[50]
Modeling the Evolution of Markets with Indirect Network Externalities: An Application to Digital Television

Sachin Gupta, Dipak C. Jain, Mohanbir S. Sawhney

Marketing Science 1999 10.1287/mksc.18.3.396

Showing 50 of 138 references

Cited By
58
Opportunity Cost Consideration

Stephen A. Spiller · 2011

Journal of Consumer Research
Metrics
58
Citations
138
References
Details
Published
Sep 02, 2008
Vol/Issue
2(2)
Pages
97-184
Cite This Article
Sandeep R. Chandukala, Jaehwan Kim, Thomas Otter, et al. (2008). Choice Models in Marketing: Economic Assumptions, Challenges and Trends. Foundations and Trends® in Marketing, 2(2), 97-184. https://doi.org/10.1561/1700000008
Related

You May Also Like

Consumers' Purchase Intentions and their Behavior

Vicki Morwitz · 2014

112 citations

Is Food Marketing Making us Fat? A Multi-Disciplinary Review

Pierre Chandon, Brian Wansink · 2011

83 citations

Loyalty Programs: Generalizations on Their Adoption, Effectiveness and Design

Tammo H. A. Bijmolt, Matilda Dorotic · 2011

58 citations