The "shopping basket": A model for multicategory purchase incidence decisions

Marketing Science

Volumn 18, Issue 2, 1999, Pages 95-114

  Manchanda, Puneet ^a   Ansari, Asim ^b   Gupta, Sunil ^b  

^a UNIVERSITY OF CHICAGO   (United States)

^b Columbia University ^*  (United States)

Author keywords

Hierarchical Bayes Models; Micromarketing; Multicategory Models; Multivariate Probit Model; Retailing; Shopping Baskets

Indexed keywords

EID: 0033474408     PISSN: 07322399     EISSN: None     Source Type: Journal    
DOI: 10.1287/mksc.18.2.95     Document Type: Article

References (42)

1. Ainslie, Andrew, Peter E. Rossi. 1998. Similarities in choice behavior across product categories. Marketing Sci. 17 91-106.
2. Ansari, Asim, Maureen Morrin, Alok Gupta. 1996. Multi level models in marketing research. Working Paper. Graduate School of Business, Columbia University, New York.
3. Albert, J., S. Chib 1993. Bayesian analysis of binary and polychotomous response data. J. Amer. Statis. Assoc. 88 669-679.
4. Allenby, Greg M., James L. Ginter. 1995. Using extremes to design products and segment markets. J. Marketing Res. 32 November 392-403.
5. Arora, Neeraj, Greg M. Allenby, James L. Ginter. 1998. A hierarchical Bayes model of primary and secondary demand. Marketing Sci. 17 29-44.
6. Bell, David R., James M. Lattin. 1998. Grocery shopping behavior and consumer preference for retail price format: why 'large basket' shoppers prefer EDLP. Marketing Sci. 17 66-88.
7. Berry, Jonathan. 1994. Database marketing. Bus. Week (September 5) 56-62.
8. Bodapati, Anand. 1996. The impact of out-of-store advertising on store sales. Unpublished Doctoral Dissertation. Stanford University, Stanford, CA.
9. Bucklin, Randolph E., Sunil Gupta. 1992. Brand choice, purchase incidence and segmentation: an integrated approach. J. Marketing Res. 29 201-215.
10. Chen, Ming-Hui, B. W. Schmeiser. 1993. Performance of the Gibbs, hit-and-run, and metropolis samplers. J. Comput. Graphical Statist. 2 251-272.
11. Chib, S., E. Greenberg. 1998. Analysis of multivariate probit models. Biometrika 85 347-361.
12. -, E. Greenberg. 1995. Understanding the Metropolis-Hastings Algorithm. Amer. Statistician 49 327-335.
13. Chintagunta, Pradeep, Sudeep Haldar. 1998. Investigating purchase timing behavior in two related product categories. J. Marketing Res. 35 43-53.
14. Dey, Dipak K., Ming-Hui Chen. 1996. Bayesian analysis of correlated binary data models. Technical Report 1996-02. Department of Statistics, University of Connecticut, Storrs, CT.
15. Donovan, Robert J., John R. Rossiter, Gilian Marcoolyn, Andrew Nesdale. 1994. Store atmospherics and purchasing behavior. J. Retailing 70 283-294.
16. Fader, Peter, Leonard M. Lodish. 1990. A cross-category analysis of category structure and promotional activity for grocery products. J. Marketing 54 52-65.
17. Food Marketing Institute. 1992. Alternative store formats: Competing in the nineties. Report 9-511, Washington, DC.
18. -. 1994. Exploring relationship marketing. Report published by the American Greetings Research Council, Cleveland, OH.
19. Geweke, J. 1991. Efficient simulation from the multivariate normal and student-t distributions subject to linear constraints. Computing Science and Statistics: Proc. Twenty-Third Symposium on the Interface. American Statistical Association, VA. 571-578.
20. Geyer, C. J. 1992. Practical Markov chain Monte Carlo. Statist. Sci. 7 473-511.
21. Greene, William H. 1997. Econometric Analysis. 3rd Edition. Prentice Hall, Englewood Cliffs, NJ.
22. Hastings, W. K. 1970. Monte Carlo sampling methods using Markov chains and their applications. Biometrika 57 97-109.
23. Hoch, Stephen J., Byung-Do Kim, Alan L. Montgomery, Peter E. Rossi. 1995. Determinants of store level price elasticities. J. Marketing Res. 32 17-29.
24. Kahn, Barbara E., David C. Schmittlein. 1992. The relationship between purchases made on promotion and shopping trip behavior. Marketing Letters 68 294-315.
25. Kim, Byung-Do, Kannan Srinivasan. 1995. Investigation of consumers' price sensitivity across multiple product categories: An empirical investigation. Working Paper. GSIA, Carnegie-Mellon University, Pittsburgh, PA.
26. Krishnamurthi, L., S. P. Raj. 1988. A model of brand choice and purchase quantity price sensitivities. Marketing Sci. 7 1-20.
27. Manchanda, Puneet, Sunil Gupta. 1997. Complementarity in shopping baskets: investigating multi-category purchase incidence and brand choice. Working Paper. Graduate School of Business, University of Chicago, Chicago, IL.
28. McCulloch, Robert, Peter E. Rossi. 1994. An exact likelihood of the multinomial probit model. J. Econometrics 64 207-240.
29. Menon, Satya, Barbara E. Kahn. 1995. The impact of context on variety seeking in product choices. J. Consumer Res. 22 285-295.
30. Meyer, Robert J., Barbara E. Kahn. 1991. Probabilistic models of consumer choice behavior. Thomas S. Robertson, Harold H. Kassarjian, eds. Handbook of Consumer Behavior. Prentice-Hall, Englewood Cliffs, NJ 85-122.
31. Mogelonsky, Marcia. 1994. Please don't pick the cherries: how supermarketers use electronic price scanning to create loyal customers. Marketing Tools (September/October) 10-13.
32. Mulhern, Francis J., Robert P. Leone. 1991. Implicit price bundling of retail products: a multiproduct approach to maximizing store profitability. J. Marketing 55 63-76.
33. Narasimhan, Chakravarthi, Scott A. Neslin, Subrata Sen. 1996. Promotional elasticities and category characteristics. J. Marketing 60 17-30.
34. Park, C. Whan, Easwer Iyer, Daniel C. Smith. 1989. The effects of situational factors on in-store grocery behavior: the role of store environment and time available for shopping. J. Consumer Res. 15 422-433.
35. Raftery, A. E., S. M. Lewis. 1995. How many iterations of the Gibbs sampler. J. M. Bernardo, J. O. Berger, A. P. Davis, A. F. M. Smith, eds. Bayesian Statistics, vol. 4. Oxford University Press, Oxford, U.K. 641-649.
36. Raju, Jagmohan S. 1992. The effect of price promotions on variability in product category sales. Marketing Sci. 11 207-220.
37. Ratneshwar, S., Cornelia Pechman, Allan D. Shocker. 1996. Goal-derived categories and the antecedents of across-category consideration. J. Consumer Res. 23 240-250.
38. Rossi, Peter E., Robert E. McCulloch, Greg M. Allenby. 1996. The value of purchase history data in target marketing. Marketing Sci. 15 321-340.
39. Russell, Gary, David Bell, Anand Bodapati, Christina Brown, Jeongwen Chiang, Gary Gaeth, Sunil Gupta, Puneet Manchanda. 1997. Perspectives on multiple category choice. Marketing Letters 8 297-305.
40. Swinyard, William R. 1993. The effects of mood, involvement and quality of store experience on shopping intentions. J. Consumer Res. 20 271-280.
41. Terbreek, Glen. 1993. Why category management will fail. Progressive Grocer (September) 11-13.
42. Walters, Rockney G. 1991. Assessing the impact of retail price promotions on product substitution, complementary purchase, and interstore displacement. J. Marketing 55 17-28.