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The Spatial Representation of Consumer Dispersion Patterns via a New Multi-level Latent Class Methodology

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Listed:
  • Sunghoon Kim

    (Rutgers University)

  • Ashley Stadler Blank

    (Xavier University)

  • Wayne S. DeSarbo

    (Smeal College of Business)

  • Jeroen K. Vermunt

    (Tilburg University)

Abstract

Consumer dispersion analysis divides aggregate markets into smaller geographic units that marketers can target with their promotional mix. However, dispersion patterns are not always contiguous. Using survey data from National Football League (NFL) fans, we introduce a new hierarchical expectation-maximization (EM) bi-level clustering model that iteratively classifies both teams and fans (nested within teams) based on the spatial heterogeneity of fans in terms of both distance and direction. The proposed multi-level latent class model with a variable number of classes at the lower level outperforms benchmark models in a Monte Carlo simulation study and points to three non-contiguous team segments with a varying number of fan group vectors in the NFL application. We present these results in two-dimensional consumer dispersion maps and report corresponding differences in consumer behavior.

Suggested Citation

  • Sunghoon Kim & Ashley Stadler Blank & Wayne S. DeSarbo & Jeroen K. Vermunt, 2022. "The Spatial Representation of Consumer Dispersion Patterns via a New Multi-level Latent Class Methodology," Journal of Classification, Springer;The Classification Society, vol. 39(2), pages 218-239, July.
    • Handle: RePEc:spr:jclass:v:39:y:2022:i:2:d:10.1007_s00357-021-09398-1
    DOI: 10.1007/s00357-021-09398-1
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    References listed on IDEAS

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    1. Marko Sarstedt & Erik Mooi, 2014. "The Market Research Process," Springer Texts in Business and Economics, in: A Concise Guide to Market Research, edition 2, chapter 2, pages 11-23, Springer.
    2. Hauke A. Wetzel & Stefan Hattula & Maik Hammerschmidt & Harald J. Heerde, 2018. "Building and leveraging sports brands: evidence from 50 years of German professional soccer," Journal of the Academy of Marketing Science, Springer, vol. 46(4), pages 591-611, July.
    3. Carlos J. Torelli & Rohini Ahluwalia & Shirley Y. Y. Cheng & Nicholas J. Olson & Jennifer L. Stoner, 2017. "Redefining Home: How Cultural Distinctiveness Affects the Malleability of In-Group Boundaries and Brand Preferences," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 44(1), pages 44-61.
    4. Bijmolt, T.H.A. & Paas, L.J. & Vermunt, J.K., 2004. "Country and consumer segmentation : Multi-level latent class analysis of financial product ownership," Other publications TiSEM fb506162-d125-4091-9083-9, Tilburg University, School of Economics and Management.
    5. Fraley C. & Raftery A.E., 2002. "Model-Based Clustering, Discriminant Analysis, and Density Estimation," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 611-631, June.
    6. Celeux, Gilles & Govaert, Gerard, 1992. "A classification EM algorithm for clustering and two stochastic versions," Computational Statistics & Data Analysis, Elsevier, vol. 14(3), pages 315-332, October.
    7. Marko Sarstedt & Erik Mooi, 2014. "A Concise Guide to Market Research," Springer Texts in Business and Economics, Springer, edition 2, number 978-3-642-53965-7, October.
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