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Sequential Learning with Endogenous Consideration Sets

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  • Pavan, Alessandro
  • Fershtman, Daniel

Abstract

We study the problem of a decision maker alternating between exploring existing alternatives and searching for new ones. We show that the decision to search depends on the composition of the consideration set only through the information the latter contains about the probability of finding new alternatives. When the search technology is stationary, or improves over time, search is equivalent to replacement. With deteriorating technologies, instead, alternatives are revisited after search is launched and each expansion is treated as if it were the last one. The analysis yields a formula for pricing new alternatives and/or the option to expand the consideration set in the future. We also show how to accommodate for certain irreversible choices that admit as special case a generalization of Weitzman’s (1979) “Pandora’s boxes†problem in which the set of boxes is endogenous and each alternative may require multiple explorations before it can be selected.

Suggested Citation

  • Pavan, Alessandro & Fershtman, Daniel, 2020. "Sequential Learning with Endogenous Consideration Sets," CEPR Discussion Papers 15018, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:15018
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    References listed on IDEAS

    as
    1. Paola Manzini & Marco Mariotti, 2014. "Stochastic Choice and Consideration Sets," Econometrica, Econometric Society, vol. 82(3), pages 1153-1176, May.
    2. Benjamin Edelman & Michael Ostrovsky & Michael Schwarz, 2007. "Internet Advertising and the Generalized Second-Price Auction: Selling Billions of Dollars Worth of Keywords," American Economic Review, American Economic Association, vol. 97(1), pages 242-259, March.
    3. Armstrong, Mark & Vickers, John, 2015. "Which demand systems can be generated by discrete choice?," Journal of Economic Theory, Elsevier, vol. 158(PA), pages 293-307.
    4. Mark Armstrong, 2017. "Ordered Consumer Search," Journal of the European Economic Association, European Economic Association, vol. 15(5), pages 989-1024.
    5. Kfir Eliaz & Ran Spiegler, 2011. "Consideration Sets and Competitive Marketing," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(1), pages 235-262.
    6. Ke, T. Tony & Villas-Boas, J. Miguel, 2019. "Optimal learning before choice," Journal of Economic Theory, Elsevier, vol. 180(C), pages 383-437.
    7. Daniel Fershtman & Alessandro Pavan, 2021. ""Soft" Affirmative Action and Minority Recruitment," American Economic Review: Insights, American Economic Association, vol. 3(1), pages 1-18, March.
    8. Umberto Garfagnini & Bruno Strulovici, 2016. "Social Experimentation with Interdependent and Expanding Technologies," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(4), pages 1579-1613.
    9. Herbert A. Simon, 1955. "A Behavioral Model of Rational Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 69(1), pages 99-118.
    10. Andrew Caplin & Mark Dean & John Leahy, 2019. "Rational Inattention, Optimal Consideration Sets, and Stochastic Choice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(3), pages 1061-1094.
    11. Olszewski, Wojciech & Weber, Richard, 2015. "A more general Pandora rule?," Journal of Economic Theory, Elsevier, vol. 160(C), pages 429-437.
    12. Hauser, John R & Wernerfelt, Birger, 1990. "An Evaluation Cost Model of Consideration Sets," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 16(4), pages 393-408, March.
    13. Przemyslaw Jeziorski & Ilya Segal, 2015. "What Makes Them Click: Empirical Analysis of Consumer Demand for Search Advertising," American Economic Journal: Microeconomics, American Economic Association, vol. 7(3), pages 24-53, August.
    14. Keller, Godfrey & Oldale, Alison, 2003. "Branching bandits: a sequential search process with correlated pay-offs," Journal of Economic Theory, Elsevier, vol. 113(2), pages 302-315, December.
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    More about this item

    Keywords

    Consideration sets; Sequential search; Experimentation; Multi-arm bandit problems; Learning; Platforms;
    All these keywords.

    JEL classification:

    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design

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