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A Dynamic Collective Choice Model with an Advertiser

Author

Listed:
  • Rabih Salhab

    (Polytechnique Montreal and GERAD)

  • Roland P. Malhamé

    (Polytechnique Montreal and GERAD)

  • Jerome Le Ny

    (Polytechnique Montreal and GERAD)

Abstract

This paper studies a dynamic collective choice model in the presence of an advertiser, where a large number of consumers are choosing between two alternatives. Their choices are influenced by the group’s aggregate choice and an advertising effect. The latter is produced by an advertiser making investments to convince as many consumers as possible to choose a specific alternative. In schools, for example, teenagers’ decisions to smoke are considerably affected by their peers’ decisions, as well as the ministry of health campaigns against smoking. We model the problem as a Stackelberg dynamic game, where the advertiser makes its investment decision first, and then the consumers choose one of the alternatives. On the methodological side, we use the theory of mean field games to solve the game for a continuum of consumers. This allows us to describe the consumers’ individual and aggregate behaviors, and the advertiser’s optimal investment strategies. When the consumers have sufficiently diverse a priori opinions toward the alternatives, we show that a unique Nash equilibrium exists between them, which predicts the distribution of choices over the alternatives, and the advertiser can always make optimal investments. For a certain uniform distribution of a priori opinions, we give an explicit form of the advertiser’s optimal investment strategy and of the consumers’ optimal choices.

Suggested Citation

  • Rabih Salhab & Roland P. Malhamé & Jerome Le Ny, 2018. "A Dynamic Collective Choice Model with an Advertiser," Dynamic Games and Applications, Springer, vol. 8(3), pages 490-506, September.
  • Handle: RePEc:spr:dyngam:v:8:y:2018:i:3:d:10.1007_s13235-018-0254-x
    DOI: 10.1007/s13235-018-0254-x
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    References listed on IDEAS

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    1. Erickson, Gary M., 1995. "Differential game models of advertising competition," European Journal of Operational Research, Elsevier, vol. 83(3), pages 431-438, June.
    2. William A. Brock & Steven N. Durlauf, 2001. "Discrete Choice with Social Interactions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(2), pages 235-260.
    3. Ryo Nakajima, 2007. "Measuring Peer Effects on Youth Smoking Behaviour," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(3), pages 897-935.
    4. John D. C. Little & Leonard M. Lodish, 1969. "A Media Planning Calculus," Operations Research, INFORMS, vol. 17(1), pages 1-35, February.
    5. Engelbert Dockner & Steffen Jørgensen, 1988. "Optimal Advertising Policies for Diffusion Models of New Product Innovation in Monopolistic Situations," Management Science, INFORMS, vol. 34(1), pages 119-130, January.
    6. Bhat, Chandra R. & Guo, Jessica, 2004. "A mixed spatially correlated logit model: formulation and application to residential choice modeling," Transportation Research Part B: Methodological, Elsevier, vol. 38(2), pages 147-168, February.
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    Cited by:

    1. Salhab, Rabih & Le Ny, Jérôme & Malhamé, Roland P. & Zaccour, Georges, 2022. "Dynamic marketing policies with rating-sensitive consumers: A mean-field games approach," European Journal of Operational Research, Elsevier, vol. 299(3), pages 1079-1093.
    2. Chaab, Jafar & Salhab, Rabih & Zaccour, Georges, 2022. "Dynamic pricing and advertising in the presence of strategic consumers and social contagion: A mean-field game approach," Omega, Elsevier, vol. 109(C).
    3. Steffen Jørgensen & Ngo Long & Gerhard Sorger, 2018. "Preface: Special issue of Dynamic Games and Applications in Memory of Professor Engelbert J. Dockner," Dynamic Games and Applications, Springer, vol. 8(3), pages 457-467, September.

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