IDEAS home Printed from https://ideas.repec.org/a/kap/mktlet/v16y2005i3p239-254.html
   My bibliography  Save this article

Models of Multi-Category Choice Behavior

Author

Listed:
  • P. Seetharaman
  • Siddhartha Chib
  • Andrew Ainslie
  • Peter Boatwright
  • Tat Chan
  • Sachin Gupta
  • Nitin Mehta
  • Vithala Rao
  • Andrei Strijnev

Abstract

Given the advent of basket-level purchasing data of households, choice modelers are actively engaged in the development of statistical and econometric models of multi-category choice behavior of households. This paper reviews current developments in this area of research, discussing the modeling methodologies that have been used, the empirical findings that have emerged so far, and directions for future research. We also motivate the use of Bayesian methods to overcome the computational challenges involved in estimation. Copyright Springer Science + Business Media, Inc. 2005

Suggested Citation

  • P. Seetharaman & Siddhartha Chib & Andrew Ainslie & Peter Boatwright & Tat Chan & Sachin Gupta & Nitin Mehta & Vithala Rao & Andrei Strijnev, 2005. "Models of Multi-Category Choice Behavior," Marketing Letters, Springer, vol. 16(3), pages 239-254, December.
    • Handle: RePEc:kap:mktlet:v:16:y:2005:i:3:p:239-254
    DOI: 10.1007/s11002-005-5888-y
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s11002-005-5888-y
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s11002-005-5888-y?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Jeongwen Chiang, 1991. "A Simultaneous Approach to the Whether, What and How Much to Buy Questions," Marketing Science, INFORMS, vol. 10(4), pages 297-315.
    2. K. Sudhir & Vrinda Kadiyali & Vithala R. Rao, 2001. "Structural Analysis of Manufacturer Pricing in the Presence of a Strategic Retailer," Yale School of Management Working Papers ysm229, Yale School of Management.
    3. K. Sudhir, 2001. "Structural Analysis of Manufacturer Pricing in the Presence of a Strategic Retailer," Marketing Science, INFORMS, vol. 20(3), pages 244-264, October.
    4. Teck-Hua Ho & Christopher S. Tang & David R. Bell, 1998. "Rational Shopping Behavior and the Option Value of Variable Pricing," Management Science, INFORMS, vol. 44(12-Part-2), pages 145-160, December.
    5. Boatwright, Peter & Borle, Sharad & Kadane, Joseph B., 2003. "A Model of the Joint Distribution of Purchase Quantity and Timing," Journal of the American Statistical Association, American Statistical Association, vol. 98, pages 564-572, January.
    6. Christian Bressen Pipper & Torben Martinussen, 2004. "An estimating equation for parametric shared frailty models with marginal additive hazards," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 66(1), pages 207-220, February.
    7. Goldberg, Stephen M & Green, Paul E & Wind, Yoram, 1984. "Conjoint Analysis of Price Premiums for Hotel Amenities," The Journal of Business, University of Chicago Press, vol. 57(1), pages 111-132, January.
    8. Van den Berg, Gerard J., 2001. "Duration models: specification, identification and multiple durations," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 55, pages 3381-3460, Elsevier.
    9. Green, Paul E & Devita, Michael T, 1974. "A Complementarity Model of Consumer Utility for Item Collections," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 1(3), pages 56-67, December.
    10. Karsten Hansen & Vishal Singh & Pradeep Chintagunta, 2006. "Understanding Store-Brand Purchase Behavior Across Categories," Marketing Science, INFORMS, vol. 25(1), pages 75-90, 01-02.
    11. Kamel Jedidi & Sharan Jagpal & Puneet Manchanda, 2003. "Measuring Heterogeneous Reservation Prices for Product Bundles," Marketing Science, INFORMS, vol. 22(1), pages 107-130, July.
    12. Raghuram Iyengar & Asim Ansari & Sunil Gupta, 2003. "Leveraging Information Across Categories," Quantitative Marketing and Economics (QME), Springer, vol. 1(4), pages 425-465, December.
    13. Erdem, Tulin & Winer, Russell S., 1998. "Econometric modeling of competition: A multi-category choice-based mapping approach," Journal of Econometrics, Elsevier, vol. 89(1-2), pages 159-175, November.
    14. P. B. Seetharaman, 2004. "The Additive Risk Model for Purchase Timing," Marketing Science, INFORMS, vol. 23(2), pages 234-242, March.
    15. D. R. Cox, 1972. "The Analysis of Multivariate Binary Data," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 21(2), pages 113-120, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rakesh Niraj & V. Padmanabhan & P. B. Seetharaman, 2008. "Research Note—A Cross-Category Model of Households' Incidence and Quantity Decisions," Marketing Science, INFORMS, vol. 27(2), pages 225-235, 03-04.
    2. Kim, Chul & Jun, Duk Bin & Park, Sungho, 2018. "Capturing flexible correlations in multiple-discrete choice outcomes using copulas," International Journal of Research in Marketing, Elsevier, vol. 35(1), pages 34-59.
    3. Richards, Timothy J. & Hamilton, Stephen F. & Yonezawa, Koichi, 2018. "Retail Market Power in a Shopping Basket Model of Supermarket Competition," Journal of Retailing, Elsevier, vol. 94(3), pages 328-342.
    4. Nitin Mehta, 2007. "Investigating Consumers' Purchase Incidence and Brand Choice Decisions Across Multiple Product Categories: A Theoretical and Empirical Analysis," Marketing Science, INFORMS, vol. 26(2), pages 196-217, 03-04.
    5. Liang Guo, 2006. "—Removing the Boundary Between Structural and Reduced-Form Models," Marketing Science, INFORMS, vol. 25(6), pages 629-632, 11-12.
    6. Jack (Xinlei) Chen & Om Narasimhan & George John & Tirtha Dhar, 2010. "An Empirical Investigation of Private Label Supply by National Label Producers," Marketing Science, INFORMS, vol. 29(4), pages 738-755, 07-08.
    7. Harikesh Nair & Jean-Pierre Dubé & Pradeep Chintagunta, 2005. "Accounting for Primary and Secondary Demand Effects with Aggregate Data," Marketing Science, INFORMS, vol. 24(3), pages 444-460, November.
    8. Bauner, Christoph & Jaenicke, Edward & Wang, Emily & Wu, Ping-Chao, 2019. "Couponing Strategies in Competition Between a National Brand and a Private Label Product," Journal of Retailing, Elsevier, vol. 95(1), pages 57-66.
    9. Groznik, Ana & Heese, H. Sebastian, 2010. "Supply chain interactions due to store-brand introductions: The impact of retail competition," European Journal of Operational Research, Elsevier, vol. 203(3), pages 575-582, June.
    10. Donna, Javier D. & Pereira, Pedro & Trindade, Andre & Yoshida, Renan C., 2020. "Direct-to-Consumer Sales by Manufacturers and Bargaining," MPRA Paper 105773, University Library of Munich, Germany.
    11. Chen Zhou & Shrihari Sridhar & Rafael Becerril-Arreola & Tony Haitao Cui & Yan Dong, 2019. "Promotions as competitive reactions to recalls and their consequences," Journal of the Academy of Marketing Science, Springer, vol. 47(4), pages 702-722, July.
    12. David R. Bell & Jeongwen Chiang & V. Padmanabhan, 1999. "The Decomposition of Promotional Response: An Empirical Generalization," Marketing Science, INFORMS, vol. 18(4), pages 504-526.
    13. Villas-Boas, Sofia B & Hellerstein, Rebecca, 2006. "Identification of Supply Models of Manufacturer and Retailer Oligopoly Pricing," Department of Agricultural & Resource Economics, UC Berkeley, Working Paper Series qt9zh144zt, Department of Agricultural & Resource Economics, UC Berkeley.
    14. Bonnet, Céline & Requillart, Vincent, 2010. "Is The Eu Sugar Policy Reform Likely To Increase Obesity?," 115th Joint EAAE/AAEA Seminar, September 15-17, 2010, Freising-Weihenstephan, Germany 116414, European Association of Agricultural Economists.
    15. Dongling Huang & Christian Rojas & Frank Bass, 2008. "What Happens When Demand Is Estimated With A Misspecified Model?," Journal of Industrial Economics, Wiley Blackwell, vol. 56(4), pages 809-839, December.
    16. Karray, Salma & Martín-Herrán, Guiomar & Zaccour, Georges, 2017. "Assessing the profitability of cooperative advertising programs in competing channels," International Journal of Production Economics, Elsevier, vol. 187(C), pages 142-158.
    17. Sylvia Hristakeva, 2022. "Determinants of Channel Profitability: Retailers’ Control over Product Selections as Contracting Leverage," Marketing Science, INFORMS, vol. 41(2), pages 315-335, March.
    18. Irz, Xavier & Mazzocchi, Mario & Réquillart, Vincent & Soler, Louis-Georges, 2015. "Research in Food Economics: past trends and new challenges," Revue d'Etudes en Agriculture et Environnement, Editions NecPlus, vol. 96(01), pages 187-237, March.
    19. Céline Bonnet & Pierre Dubois, 2010. "Inference on vertical contracts between manufacturers and retailers allowing for nonlinear pricing and resale price maintenance," RAND Journal of Economics, RAND Corporation, vol. 41(1), pages 139-164, March.
    20. Sofia Berto Villas‐Boas, 2009. "An empirical investigation of the welfare effects of banning wholesale price discrimination," RAND Journal of Economics, RAND Corporation, vol. 40(1), pages 20-46, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:mktlet:v:16:y:2005:i:3:p:239-254. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.