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European Journal of Operational Research 146 (2003) 621–633 www.elsevier.com/locate/dsw Interfaces with Other Disciplines

Optimal new product positioning:
A genetic algorithm approach
Thomas S. Gruca a a,1

, Bruce R. Klemz

b,*

Department of Marketing, University of Iowa, W376 Pappajohn Business Building, Iowa City, IA 52242-1000, USA b Department of Marketing, Winona State University, 101 Somsen, Winona, MN 55987, USA
Received 23 March 1999; accepted 24 October 2001

Abstract
Identifying an optimal positioning strategy for new products is a critical and difficult strategic decision. In this research, we develop a genetic algorithm based procedure called GA SEARCH that identifies optimal new product positions. In two simulation comparisons and an empirical study, we compare the results from GA SEARCH to those obtained from the best currently available algorithm (PRODSRCH). We find that GA SEARCH performs better regardless of the number of ideal points, existing products, number of attributes or choice set size. Furthermore, GA
SEARCH can account for choice set size heterogeneity. Results show that GA SEARCH outperformed the best current algorithm when choice set size varied at the individual level, an important source of consumer heterogeneity that has been ignored in current algorithms formulated to solve this optimization problem.
Ó 2003 Elsevier Science B.V. All rights reserved.
Keywords: Genetic algorithms; Marketing; Product positioning

1. Introduction
For the brand manager, optimizing a new productÕs positioning is a critical and difficult decision. Addressing this issue, Shocker and Srinivasan (1979) developed a framework for identifying optimal new product concepts using joint space models of consumer perceptions and preferences. Joint space analysis entails mapping the
*

Corresponding author. Tel.: +1-507-457-2662; fax: +1-507457-5001.
E-mail addresses: thomas-gruca@uiowa.edu (T.S. Gruca),



References: Aaker, D., Meyer, J.G., 1974. Advertising Management. Albers, S., 1979. An extended algorithm for optimal product positioning Albers, S., Brockhoff, K., 1977. A procedure for new product positioning in an attribute space Bachem, A., Simon, H., 1981. A product positioning model with costs and prices Balakrishnan, P.V.S., Jacob, V.S., 1996. Genetic algorithms for product design Best, R.J., 1976. The predictive aspects of a joint-space theory of stochastic choice Beverage World, 1983. Correlation of Consumer and Professional Sensory Descriptions––The Missing Link. November, pp Blattberg, R.C., Winisieski, K.J., 1989. Price-induced patterns of competition Caroll, J.D., Green, P.E., 1997. Psychometric methods in marketing research: Part II Chen, C., Vempati, V.S., Aljaber, N.A., 1995. An application of genetic algorithms for flow shop problems Choi, C.S., Desarbo, W.S., Harker, P.T., 1990. Product positioning under price competition Choi, C.S., Desarbo, W.S., Harker, P.T., 1992. A numerical approach to deriving long-run equilibrium solutions in Elrod, T., Winer, R.S., 1988. An empirical comparison of mapping methods based on panel data Flescher, D.L., Flescher, T.K., Skelly, G.U., 1984. The New Product Decision Fraser, C., Bradford, J.W., 1983. Competitive market structure analysis: principal partitioning of revealed substitutabilities. Gavish, B., Horsky, D., Srikanth, K., 1983. An approach to the optimal positioning of a new product 29, 1277–1297. Goldberg, D.E., 1989. Genetic Algorithms in Search Optimization and Machine Learning. Addison-Wesley, Reading, MA. Green, P.E., DeSarbo, W.S., 1981. In: Monroe, K.B. (Ed.), Two Models for Representing Unrestricted Choice Data T.S. Gruca, B.R. Klemz / European Journal of Operational Research 146 (2003) 621–633 Green, P.E., Krieger, A., 1989 Grover, R., Srinivasan, V., 1987. A simultaneous approach to market structuring and segmentation Gruca, T., 1989. Determinants of choice set size: an alternative method for measuring evoked sets Holbrook, M.B., Moore, W.L., Winer, R.S., 1982. Constructing joint spaces from pick-any data: A new tool for consumer analysis Holland, J.R., 1975. Adaptation in Natural and Artificial Systems Huber, J., 1975. Predicting preferences on experimental bundles of attributes: A comparison of methods Kaul, A., Rao, V.R., 1995. Research for product positioning and design decisions: An integrative review Klemz, B., 1999. Using genetic algorithms to assess the impact of pricing activity timing Kruskal, J.B., Young, F.W., Sherry, J.B., 1973. How to use KYST, a very flexible program to do multi-dimensional Lehmann, D.R., 1972. Judged similarity and brand-switching data as similarity measures Leu, Y., Matheson, L.A., 1994. Assembly line balancing using genetic algorithms with heuristic-generated initial populations and multiple evaluation criteria Levine, J., 1979. Joint-space analysis of pick-any data: Analysis of choices from an unconstrained set of alternative. 633 Massy, W.F., Montgomery, D.G., Morrison, D., 1970 May, J.H., 1979. Solving non-linear programs without using analytic derivatives McAlister, L., Pessemier, E.A., 1982. Variety seeking: An interdisciplinary review

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