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Published in: Marketing Letters 3-4/2008

01-12-2008

Behavioral frontiers in choice modeling

Authors: Wiktor Adamowicz, David Bunch, Trudy Ann Cameron, Benedict G. C. Dellaert, Michael Hanneman, Michael Keane, Jordan Louviere, Robert Meyer, Thomas Steenburgh, Joffre Swait

Published in: Marketing Letters | Issue 3-4/2008

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Abstract

We review the discussion at a workshop whose goal was to achieve a better integration among behavioral, economic, and statistical approaches to choice modeling. The workshop explored how current approaches to the specification, estimation, and application of choice models might be improved to better capture the diversity of processes that are postulated to explain how consumers make choices. Some specific challenges include how to capture and parsimoniously describe heterogeneous mixes of heuristic choice rules, methods for building realistic models of choice, and nontraditional methods for estimating models. An agenda for important future work in these areas is also proposed.

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Footnotes
1
For important exceptions, see Kivetz et al. (2004) and Tversky and Simonson (1993).
 
2
A good deal of the discussion in this Workshop concerned ideas which have not yet made their way into published papers. One of the most valuable aspects of this Workshop was the opportunity to hear some of the details of what our colleagues were just beginning to think about, rather than limiting the discussion to research which has already navigated the publication process. To afford some minimal protection to each individual’s proprietary rights to these ideas, we quote unpublished ideas and general expert intuition with attribution, wherever possible (even though this may go against the conventions observed in more standard journal articles).
 
3
Some progress has also been made recently in addressing this concern via EBA models (see Batsell et al. 2003).
 
4
This is true of conventional conditional logit-type models, although lexicographic and EBA-type models, of course, depart from this assumption.
 
5
The “Lucas critique” warns against the use of econometrically estimated models to evaluate policy proposals when the behavior of individuals is conditional on the proposed policy. This advice is based upon the argument that changes in the exogenous variables in a structural model can precipitate changes in the parameters of that model, a form of dependence that is assumed away in most econometric specifications.
 
Literature
go back to reference Abe, M. (1995). A nonparametric density estimation method for brand choice using scanner data. Marketing Science, 14(3), 300–325. Abe, M. (1995). A nonparametric density estimation method for brand choice using scanner data. Marketing Science, 14(3), 300–325.
go back to reference Arentze, T. A., Dellaert, B. G. C., & Timmermans, H. J. P. (2008). Modeling and measuring individuals’ mental representations of complex spatio-temporal decision problems. Environment and Behavior, DOI 10.1177/0013916507309994. Arentze, T. A., Dellaert, B. G. C., & Timmermans, H. J. P. (2008). Modeling and measuring individuals’ mental representations of complex spatio-temporal decision problems. Environment and Behavior, DOI 10.​1177/​0013916507309994​.
go back to reference Batley, R., & Daly, A. (2006). On the equivalence between elimination-by-aspects and generalised extreme value models of choice behaviour. Journal of Mathematical Psychology, 50(5), 456–467.CrossRef Batley, R., & Daly, A. (2006). On the equivalence between elimination-by-aspects and generalised extreme value models of choice behaviour. Journal of Mathematical Psychology, 50(5), 456–467.CrossRef
go back to reference Batsell, R. R., Polking, J. C., Cramer, R. D., & Miller, C. M. (2003). Useful mathematical relationships embedded in Tversky’s elimination by aspects model. Journal of Mathematical Psychology, 47(5–6), 538–544.CrossRef Batsell, R. R., Polking, J. C., Cramer, R. D., & Miller, C. M. (2003). Useful mathematical relationships embedded in Tversky’s elimination by aspects model. Journal of Mathematical Psychology, 47(5–6), 538–544.CrossRef
go back to reference Cameron, T. A., Poe, G. L., Ethier, R. G., & Schulze, W. D. (2002). Alternative non-market value-elicitation methods: Are the underlying preferences the same. Journal of Environmental Economics and Management, 44(3), 391–425.CrossRef Cameron, T. A., Poe, G. L., Ethier, R. G., & Schulze, W. D. (2002). Alternative non-market value-elicitation methods: Are the underlying preferences the same. Journal of Environmental Economics and Management, 44(3), 391–425.CrossRef
go back to reference Ching, A., Keane, M., & Erdem, T. (2007). The price consideration model of brand choice. Journal of Applied Econometrics, (in press). Ching, A., Keane, M., & Erdem, T. (2007). The price consideration model of brand choice. Journal of Applied Econometrics, (in press).
go back to reference Dahan, E., & Hauser, J. R. (2002). The virtual customer. Journal of Product Innovation Management, 19, 332–353.CrossRef Dahan, E., & Hauser, J. R. (2002). The virtual customer. Journal of Product Innovation Management, 19, 332–353.CrossRef
go back to reference Debreu, G. (1960). Review of R. D. Luce individual choice behavior. American Economic Review, 50, 186–188. Debreu, G. (1960). Review of R. D. Luce individual choice behavior. American Economic Review, 50, 186–188.
go back to reference Dellaert, B. G. C., Brazell, J., & Louviere, J. (1999). The effect of attribute variation on consumer choice consistency. Marketing Letters, 10(2), 139–147.CrossRef Dellaert, B. G. C., Brazell, J., & Louviere, J. (1999). The effect of attribute variation on consumer choice consistency. Marketing Letters, 10(2), 139–147.CrossRef
go back to reference DeShazo, J. R., & Fermo, G. (2002). Designing choice sets for stated preference methods: The effects of complexity on choice consistency. Journal of Environmental Economics and Management, 43(3), 360–385.CrossRef DeShazo, J. R., & Fermo, G. (2002). Designing choice sets for stated preference methods: The effects of complexity on choice consistency. Journal of Environmental Economics and Management, 43(3), 360–385.CrossRef
go back to reference Gabaix, X., Laibson, D., Moloche, G., & Weinberg, S. (2006). Costly information acquisition: Experimental analysis of a boundedly rational model. American Economic Review, 96, 1043–1068.CrossRef Gabaix, X., Laibson, D., Moloche, G., & Weinberg, S. (2006). Costly information acquisition: Experimental analysis of a boundedly rational model. American Economic Review, 96, 1043–1068.CrossRef
go back to reference Gilbride, T. J., & Allenby, G. M. (2004). A choice model with conjunctive, disjunctive, and compensatory screening rules. Marketing Science, 23(3), 391–406.CrossRef Gilbride, T. J., & Allenby, G. M. (2004). A choice model with conjunctive, disjunctive, and compensatory screening rules. Marketing Science, 23(3), 391–406.CrossRef
go back to reference Griffin, A., & Hauser, J. R. (1993). The voice of the customer. Marketing Science, 12(1), 1–27. Griffin, A., & Hauser, J. R. (1993). The voice of the customer. Marketing Science, 12(1), 1–27.
go back to reference Houser, D., Keane, M., & McCabe, K. (2004). Behavior in a dynamic decision problem: An analysis of experimental evidence using a Bayesian type classification algorithm. Econometrica, 72(3), 781–822.CrossRef Houser, D., Keane, M., & McCabe, K. (2004). Behavior in a dynamic decision problem: An analysis of experimental evidence using a Bayesian type classification algorithm. Econometrica, 72(3), 781–822.CrossRef
go back to reference Iyengar, S. S., & Lepper, M. (2000). When choice is demotivating: Can one desire too much of a good thing. Journal of Personality and Social Psychology, 79, 995–1006.CrossRef Iyengar, S. S., & Lepper, M. (2000). When choice is demotivating: Can one desire too much of a good thing. Journal of Personality and Social Psychology, 79, 995–1006.CrossRef
go back to reference Johnson, R., Swait, J., Adamowicz, W., & Zhang, J. (2007). Antecedents and preferences of choice set formation. Working paper, University of Alberta, Edmonton. Johnson, R., Swait, J., Adamowicz, W., & Zhang, J. (2007). Antecedents and preferences of choice set formation. Working paper, University of Alberta, Edmonton.
go back to reference Kamakura, W. A., & Wedel, M. (2004). An empirical bayes procedure for improving individual-level estimates and predictions from finite mixtures of multinomial logit models. Journal of Business & Economic Statistics, 22, 121–125. Kamakura, W. A., & Wedel, M. (2004). An empirical bayes procedure for improving individual-level estimates and predictions from finite mixtures of multinomial logit models. Journal of Business & Economic Statistics, 22, 121–125.
go back to reference Kelly, G. A. (1955). The psychology of personal constructs. New York: Norton. Kelly, G. A. (1955). The psychology of personal constructs. New York: Norton.
go back to reference Kivetz, R., Netzer, O., & Srinivassan, S. (2004). Alternative models for capturing the compromise effect. Journal of Marketing Research, 41(3), 237–257.CrossRef Kivetz, R., Netzer, O., & Srinivassan, S. (2004). Alternative models for capturing the compromise effect. Journal of Marketing Research, 41(3), 237–257.CrossRef
go back to reference Loewenstein, G. (2001). The creative destruction of decision research. Journal of Consumer Research, 28(3), 499–505.CrossRef Loewenstein, G. (2001). The creative destruction of decision research. Journal of Consumer Research, 28(3), 499–505.CrossRef
go back to reference Louviere, J. J. (1988). Analyzing decision making: metric conjoint analysis. Sage University Paper Series Number 67. Newbury Park, CA: Sage Publications, Inc. Louviere, J. J. (1988). Analyzing decision making: metric conjoint analysis. Sage University Paper Series Number 67. Newbury Park, CA: Sage Publications, Inc.
go back to reference Louviere, J., & Eagle, T. (2006). Confound it! That pesky little scale constant messes up our convenient assumptions. In: Sawtooth Software Proceedings, Sawtooth Software. Louviere, J., & Eagle, T. (2006). Confound it! That pesky little scale constant messes up our convenient assumptions. In: Sawtooth Software Proceedings, Sawtooth Software.
go back to reference Louviere, J., Hensher, D., & Swait, J. (2000). Stated choice methods: Analysis and application. Cambridge: Cambridge University Press. Louviere, J., Hensher, D., & Swait, J. (2000). Stated choice methods: Analysis and application. Cambridge: Cambridge University Press.
go back to reference Lucas, R. E. (1976). Econometric policy evaluation: A critique. In R. E. Lucas (Ed.), Studies in business-cycle theory (pp. 104–130). Cambridge: MIT Press. Lucas, R. E. (1976). Econometric policy evaluation: A critique. In R. E. Lucas (Ed.), Studies in business-cycle theory (pp. 104–130). Cambridge: MIT Press.
go back to reference Machina, M. (1982). Expected utility analysis without the independence axiom. Econometrica, 50, 277–323 (March).CrossRef Machina, M. (1982). Expected utility analysis without the independence axiom. Econometrica, 50, 277–323 (March).CrossRef
go back to reference Manski, C. F., & McFadden, D. (1981). Econometric models of probabilistic choice. In C. F. Manski & D. McFadden (Eds.). Structural analysis of discrete data with econometric applications (pp. 198–272). MIT Press: Cambridge, MA. Manski, C. F., & McFadden, D. (1981). Econometric models of probabilistic choice. In C. F. Manski & D. McFadden (Eds.). Structural analysis of discrete data with econometric applications (pp. 198–272). MIT Press: Cambridge, MA.
go back to reference McFadden, D. (1974a). The measurement of urban travel demand. Journal of Public Economics, Elsevier, 3(4), 303–328.CrossRef McFadden, D. (1974a). The measurement of urban travel demand. Journal of Public Economics, Elsevier, 3(4), 303–328.CrossRef
go back to reference McFadden, D. (1974b). Conditional logit analysis of qualitative choice behavior. In P. Zarembka (Ed.), Frontiers in econometrics (pp. 105–142). New York: Academic. McFadden, D. (1974b). Conditional logit analysis of qualitative choice behavior. In P. Zarembka (Ed.), Frontiers in econometrics (pp. 105–142). New York: Academic.
go back to reference McFadden, D. (1984). In econometric analysis of qualitative response models. In Z. Griliches & M. Intriligator (Eds.), Handbook of econometrics, vol. II (pp. 1396–1457). Amsterdam: North-Holland Elsevier. McFadden, D. (1984). In econometric analysis of qualitative response models. In Z. Griliches & M. Intriligator (Eds.), Handbook of econometrics, vol. II (pp. 1396–1457). Amsterdam: North-Holland Elsevier.
go back to reference Meyer, R. J. (1997). The effect of set composition on stopping behavior in a finite search among assortments. Marketing Letters, 8(1), 131–143.CrossRef Meyer, R. J. (1997). The effect of set composition on stopping behavior in a finite search among assortments. Marketing Letters, 8(1), 131–143.CrossRef
go back to reference Meyer, R., & Louviere, J. J. (2007). Formal choice models of informal choices: What choice modeling research can (and can’t) learn from behavioral theory. Research in Marketing, (in press). Meyer, R., & Louviere, J. J. (2007). Formal choice models of informal choices: What choice modeling research can (and can’t) learn from behavioral theory. Research in Marketing, (in press).
go back to reference Payne, J. W., Bettman, J. R., & Johnson, E. J. (1993). The adaptive decision maker. New York: Cambridge University Press. Payne, J. W., Bettman, J. R., & Johnson, E. J. (1993). The adaptive decision maker. New York: Cambridge University Press.
go back to reference Payne, J. W., Bettman, J. R., & Schkade, D. A. (1999). Measuring constructed preferences: Towards a building code. Journal of Risk and Uncertainty, 19(1–3), 243–270.CrossRef Payne, J. W., Bettman, J. R., & Schkade, D. A. (1999). Measuring constructed preferences: Towards a building code. Journal of Risk and Uncertainty, 19(1–3), 243–270.CrossRef
go back to reference Prelec, D. (2004). A Bayesian truth serum for subjective data. Science, 306, 462–466.CrossRef Prelec, D. (2004). A Bayesian truth serum for subjective data. Science, 306, 462–466.CrossRef
go back to reference Reynolds, T. J., & Gutman, J. (1988). Laddering theory, method, analysis, and interpretation. Journal of Advertising Research, 28, 11–34. Reynolds, T. J., & Gutman, J. (1988). Laddering theory, method, analysis, and interpretation. Journal of Advertising Research, 28, 11–34.
go back to reference Rossi, P. E., Allenby, G. M., & McCulloch, R. (2005). Bayesian statistics and marketing. Hoboken: Wiley. Rossi, P. E., Allenby, G. M., & McCulloch, R. (2005). Bayesian statistics and marketing. Hoboken: Wiley.
go back to reference Schwarz, N. (1999). Defensible preferences and the public: Commentary on “measuring constructed preferences towards a building code” by Payne, Bettman and Schkade. Journal of Risk and Uncertainty, 19(1–3), 271–272.CrossRef Schwarz, N. (1999). Defensible preferences and the public: Commentary on “measuring constructed preferences towards a building code” by Payne, Bettman and Schkade. Journal of Risk and Uncertainty, 19(1–3), 271–272.CrossRef
go back to reference Schwartz, B., Ward, A., Monterosso, J., Lyubomirsky, S., White, K., & Lehman, D. R. (2002). Maximizing versus satisficing: Happiness is a matter of choice. Journal of Personality and Social Psychology, 83, 1178–1197.CrossRef Schwartz, B., Ward, A., Monterosso, J., Lyubomirsky, S., White, K., & Lehman, D. R. (2002). Maximizing versus satisficing: Happiness is a matter of choice. Journal of Personality and Social Psychology, 83, 1178–1197.CrossRef
go back to reference Steenburgh, T. J. (2007). The Invariant Proportion of Substitution (IPS) property of discrete-choice models. Marketing Science, (in press). Steenburgh, T. J. (2007). The Invariant Proportion of Substitution (IPS) property of discrete-choice models. Marketing Science, (in press).
go back to reference Swait, J. (2007). Advanced choice models. In B. Kanninen (Ed.), Valuing environmental amenities using stated choice studies (pp. 229–293). Dordrecht: Springer Chapter 9.CrossRef Swait, J. (2007). Advanced choice models. In B. Kanninen (Ed.), Valuing environmental amenities using stated choice studies (pp. 229–293). Dordrecht: Springer Chapter 9.CrossRef
go back to reference Swait, J., & Adamowicz, W. (2001). Choice environment, market complexity and consumer behavior: A theoretical and empirical approach for incorporating decision complexity in models of consumer choice. Organizational Behavior and Human Decision Processes, 86(2), 141–167.CrossRef Swait, J., & Adamowicz, W. (2001). Choice environment, market complexity and consumer behavior: A theoretical and empirical approach for incorporating decision complexity in models of consumer choice. Organizational Behavior and Human Decision Processes, 86(2), 141–167.CrossRef
go back to reference Tan, F. B., & Hunter, G. M. (2002). The repertory grid technique: A method for the study of cognition in information systems. MIS Quarterly, 26(1), 39–57.CrossRef Tan, F. B., & Hunter, G. M. (2002). The repertory grid technique: A method for the study of cognition in information systems. MIS Quarterly, 26(1), 39–57.CrossRef
go back to reference Ter Hofstede, F., Audenaert, A., Steenkamp, J.-B. E. M., & Wedel, M. (1998). An investigation into the association pattern technique as a quantitative approach to measuring means-end analysis. International Journal of Research in Marketing, 15(1), 37–50.CrossRef Ter Hofstede, F., Audenaert, A., Steenkamp, J.-B. E. M., & Wedel, M. (1998). An investigation into the association pattern technique as a quantitative approach to measuring means-end analysis. International Journal of Research in Marketing, 15(1), 37–50.CrossRef
go back to reference Ter Hofstede, F., Kim, Y., & Wedel, M. (2002). Bayesian prediction in hybrid conjoint analysis. Journal of Marketing Research, 39(2), 253–261.CrossRef Ter Hofstede, F., Kim, Y., & Wedel, M. (2002). Bayesian prediction in hybrid conjoint analysis. Journal of Marketing Research, 39(2), 253–261.CrossRef
go back to reference Train, K., & Weeks, M. (2005). Discrete choice models in preference space and willingness-to-pay space. In A. Alberini & R. Scarpa (Eds.), Applications of simulation methods in environmental and resource economics (pp. 1–16). Dordrecht: Springer Ch. 1.CrossRef Train, K., & Weeks, M. (2005). Discrete choice models in preference space and willingness-to-pay space. In A. Alberini & R. Scarpa (Eds.), Applications of simulation methods in environmental and resource economics (pp. 1–16). Dordrecht: Springer Ch. 1.CrossRef
go back to reference Tversky, A. (1972). Elimination by aspects: A theory of choice. Psychological Review, 79(4), 281–299.CrossRef Tversky, A. (1972). Elimination by aspects: A theory of choice. Psychological Review, 79(4), 281–299.CrossRef
go back to reference Tversky, A., & Simonson, I. (1993). Context-dependent preferences. Management Science, 39(10), 1179–1189.CrossRef Tversky, A., & Simonson, I. (1993). Context-dependent preferences. Management Science, 39(10), 1179–1189.CrossRef
go back to reference Wendel, S., & Dellaert, B. G. C. (2005). Situation variation in consumers’ media channel consideration. Journal of the Academy of Marketing Science, 33(4), 575–584.CrossRef Wendel, S., & Dellaert, B. G. C. (2005). Situation variation in consumers’ media channel consideration. Journal of the Academy of Marketing Science, 33(4), 575–584.CrossRef
go back to reference Zeger, S. (1991). Statistical reasoning in epidemiology. American Journal of Epidemiology, 134(10), 1062–1066. Zeger, S. (1991). Statistical reasoning in epidemiology. American Journal of Epidemiology, 134(10), 1062–1066.
Metadata
Title
Behavioral frontiers in choice modeling
Authors
Wiktor Adamowicz
David Bunch
Trudy Ann Cameron
Benedict G. C. Dellaert
Michael Hanneman
Michael Keane
Jordan Louviere
Robert Meyer
Thomas Steenburgh
Joffre Swait
Publication date
01-12-2008
Publisher
Springer US
Published in
Marketing Letters / Issue 3-4/2008
Print ISSN: 0923-0645
Electronic ISSN: 1573-059X
DOI
https://doi.org/10.1007/s11002-008-9038-1

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