Predicting Joint Choice Using Individual Data
Choice decisions in the marketplace are often made by a collection of individuals or a group. Examples include purchase decisions involving families and organizations. A particularly unique aspect of a joint choice is that the group's preference is very likely to diverge from preferences of the individuals that constitute the group. For a marketing researcher, the biggest hurdle in measuring group preference is that it is often infeasible or cost prohibitive to collect data at the group level. Our objective in this research is to propose a novel methodology to estimate joint preference without the need to collect joint data from the group members. Our methodology makes use of both stated and inferred preference measures, and merges experimental design, statistical modeling, and utility aggregation theories to capture the psychological processes of preference revision and concession that lead to the joint preference. Results based on a study involving a cell phone purchase for 214 parent-teen dyads demonstrate predictive validity of our proposed method.
Volume (Year): 29 (2010)
Issue (Month): 1 (01-02)
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- Rao, Vithala R & Steckel, Joel H, 1991. " A Polarization Model for Describing Group Preferences," Journal of Consumer Research, Oxford University Press, vol. 18(1), pages 108-18, June.
- Rawls, John, 1974. "Some Reasons for the Maximin Criterion," American Economic Review, American Economic Association, vol. 64(2), pages 141-46, May.
- Paul E. Green & Abba M. Krieger, 1985. "Models and Heuristics for Product Line Selection," Marketing Science, INFORMS, vol. 4(1), pages 1-19.
- Sunil Gupta & Rajeev Kohli, 1990. "Designing Products and Services for Consumer Welfare: Theoretical and Empirical Issues," Marketing Science, INFORMS, vol. 9(3), pages 230-246.
- Chorus, Caspar G. & Arentze, Theo A. & Timmermans, Harry J.P., 2008. "A Random Regret-Minimization model of travel choice," Transportation Research Part B: Methodological, Elsevier, vol. 42(1), pages 1-18, January.
- Olivier Toubia & Duncan I. Simester & John R. Hauser & Ely Dahan, 2003.
"Fast Polyhedral Adaptive Conjoint Estimation,"
INFORMS, vol. 22(3), pages 273-303.
- Toubia, Olivier & Simester, Duncan & Hauser, John & Dahan, Ely, 2003. "Fast Polyhedral Adaptive Conjoint Estimation," Working papers 4171-01, Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Toubia, Olivier & Simester, Duncan & Hauser, John & Dahan, Ely, 2003. "Fast Polyhedral Adaptive Conjoint Estimation," Working papers 4279-02, Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Menasco, Michael B & Curry, David J, 1989. " Utility and Choice: An Empirical Study of Wife/Husband Decision Makin g," Journal of Consumer Research, Oxford University Press, vol. 16(1), pages 87-97, June.
- Corfman, Kim P & Lehmann, Donald R, 1987. " Models of Cooperative Group Decision-Making and Relative Influence: An Experimental Investigation of Family Purchase Decisions," Journal of Consumer Research, Oxford University Press, vol. 14(1), pages 1-13, June.
- Small, Kenneth A & Rosen, Harvey S, 1981.
"Applied Welfare Economics with Discrete Choice Models,"
Econometric Society, vol. 49(1), pages 105-30, January.
- Harvey S. Rosen & Kenneth A. Small, 1979. "Applied Welfare Economics with Discrete Choice Models," NBER Working Papers 0319, National Bureau of Economic Research, Inc.
- Ralph L. Keeney, 1976. "A Group Preference Axiomatization with Cardinal Utility," Management Science, INFORMS, vol. 23(2), pages 140-145, October.
- Ralph L. Keeney & Craig W. Kirkwood, 1975. "Group Decision Making Using Cardinal Social Welfare Functions," Management Science, INFORMS, vol. 22(4), pages 430-437, December.
- Timothy J. Gilbride & Greg M. Allenby, 2006. "Estimating Heterogeneous EBA and Economic Screening Rule Choice Models," Marketing Science, INFORMS, vol. 25(5), pages 494-509, September.
- Nash, John, 1953. "Two-Person Cooperative Games," Econometrica, Econometric Society, vol. 21(1), pages 128-140, April.
- Peter A. Diamond, 1973. "Consumption Externalities and Imperfect Corrective Pricing," Bell Journal of Economics, The RAND Corporation, vol. 4(2), pages 526-538, Autumn.
- van Damme, E.E.C. & Peters, H., 1991. "Characterizing the Nash and Raiffa bargaining solutions by disagreement point axioms," Other publications TiSEM 4bd5eb9e-328a-45a0-aa0a-e, Tilburg University, School of Economics and Management.
- J. Jeffrey Inman & James S. Dyer & Jianmin Jia, 1997. "A Generalized Utility Model of Disappointment and Regret Effects on Post-Choice Valuation," Marketing Science, INFORMS, vol. 16(2), pages 97-111.
- John C. Harsanyi, 1955. "Cardinal Welfare, Individualistic Ethics, and Interpersonal Comparisons of Utility," Journal of Political Economy, University of Chicago Press, vol. 63, pages 309.
- Simonson, Itamar, 1992. " The Influence of Anticipating Regret and Responsibility on Purchase Decisions," Journal of Consumer Research, Oxford University Press, vol. 19(1), pages 105-18, June.
- Timothy J. Gilbride & Peter J. Lenk & Jeff D. Brazell, 2008. "Market Share Constraints and the Loss Function in Choice-Based Conjoint Analysis," Marketing Science, INFORMS, vol. 27(6), pages 995-1011, 11-12.
- Neeraj Arora & Greg M. Allenby & James L. Ginter, 1998. "A Hierarchical Bayes Model of Primary and Secondary Demand," Marketing Science, INFORMS, vol. 17(1), pages 29-44.
- Harsanyi, John C, 1978. "Bayesian Decision Theory and Utilitarian Ethics," American Economic Review, American Economic Association, vol. 68(2), pages 223-28, May.
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