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The Less I Know The Better? A Model of Rational Attention and Experimentation

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  • Juan-Camilo Chaves

Abstract

This paper explores the binary choice of an agent who must allocate her attention to noisy information obtained from costly experimentation to improve her knowledge in a context of uncertainty.We model a two period-lived agent who must decide whether to invest or not in each period. Initial experimentation (investing) enables access to noisy information about the state of nature, which can be refined by paying attention. We find that there is no case for rational inattention. The agent internalizes the fact that information is costly and thus cannot be wasted. Hence, when information is available, attention is a rational action. Moreover, initial experimentation is driven by an endogenous cutoff strategy: the prior beliefs and the cost of attention determine the extent to which information is valuable. Finally, an important finding is that limited attention has no effect on the initial experimentation amount because it never worsens the quality of information. Experimentation is understood as paying for information and therefore the agent pays the lowest price regardless of the quality of information (perfectly informative or noisy).

Suggested Citation

  • Juan-Camilo Chaves, 2019. "The Less I Know The Better? A Model of Rational Attention and Experimentation," Documentos CEDE 17606, Universidad de los Andes, Facultad de Economía, CEDE.
  • Handle: RePEc:col:000089:017606
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    References listed on IDEAS

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    1. Reis, Ricardo, 2006. "Inattentive consumers," Journal of Monetary Economics, Elsevier, vol. 53(8), pages 1761-1800, November.
    2. Jordi Mondria & Climent Quintana‐Domeque, 2013. "Financial Contagion and Attention Allocation," Economic Journal, Royal Economic Society, vol. 123(568), pages 429-454, May.
    3. Andrew Caplin & Mark Dean, 2015. "Revealed Preference, Rational Inattention, and Costly Information Acquisition," American Economic Review, American Economic Association, vol. 105(7), pages 2183-2203, July.
    4. Paola Manzini & Marco Mariotti, 2014. "Stochastic Choice and Consideration Sets," Econometrica, Econometric Society, vol. 82(3), pages 1153-1176, May.
    5. Xavier Gabaix, 2014. "A Sparsity-Based Model of Bounded Rationality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1661-1710.
    6. Vojtěch Bartoš & Michal Bauer & Julie Chytilová & Filip Matějka, 2016. "Attention Discrimination: Theory and Field Experiments with Monitoring Information Acquisition," American Economic Review, American Economic Association, vol. 106(6), pages 1437-1475, June.
    7. Gabriel D. Carroll & James J. Choi & David Laibson & Brigitte C. Madrian & Andrew Metrick, 2009. "Optimal Defaults and Active Decisions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1639-1674.
    8. Eliaz, Kfir & Schotter, Andrew, 2010. "Paying for confidence: An experimental study of the demand for non-instrumental information," Games and Economic Behavior, Elsevier, vol. 70(2), pages 304-324, November.
    9. Sims, Christopher A., 2003. "Implications of rational inattention," Journal of Monetary Economics, Elsevier, vol. 50(3), pages 665-690, April.
    10. Babur De Los Santos & Ali Hortacsu & Matthijs R. Wildenbeest, 2012. "Testing Models of Consumer Search Using Data on Web Browsing and Purchasing Behavior," American Economic Review, American Economic Association, vol. 102(6), pages 2955-2980, October.
    11. Marcin Kacperczyk & Stijn Van Nieuwerburgh & Laura Veldkamp, 2016. "A Rational Theory of Mutual Funds' Attention Allocation," Econometrica, Econometric Society, vol. 84, pages 571-626, March.
    12. Matějka, Filip & Mackowiak, Bartosz & Wiederholt, Mirko, 2018. "Survey: Rational Inattention, a Disciplined Behavioral Model," CEPR Discussion Papers 13243, C.E.P.R. Discussion Papers.
    13. Niklas Karlsson & George Loewenstein & Duane Seppi, 2009. "The ostrich effect: Selective attention to information," Journal of Risk and Uncertainty, Springer, vol. 38(2), pages 95-115, April.
    14. Russell Golman & David Hagmann & George Loewenstein, 2017. "Information Avoidance," Journal of Economic Literature, American Economic Association, vol. 55(1), pages 96-135, March.
    15. repec:oup:qjecon:v:128:y:2012:i:1:p:53-104 is not listed on IDEAS
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    More about this item

    Keywords

    Rational inattention; experimentation; learning; uncertainty.;
    All these keywords.

    JEL classification:

    • C72 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - Noncooperative Games
    • C73 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - Stochastic and Dynamic Games; Evolutionary Games
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making

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