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Decreasing Marginal Value of Information Under Symmetric Loss

Author

Listed:
  • Sushil Bikhchandani

    (Anderson School of Management, University of California, Los Angeles, Los Angeles, California 90095)

  • John W. Mamer

    (Anderson School of Management, University of California, Los Angeles, Los Angeles, California 90095)

Abstract

We investigate conditions under which the value of additional information is diminishing in a setting where the decision maker has access to multiple, identically-distributed, information signals. The signals are assumed to be independent conditional on an unknown payoff-relevant parameter. The decision maker minimizes a quadratic loss function. Quadratic losses arise in quality control, scoring rules, and other applications. We characterize two concepts of diminishing marginal value of information. The first is an ex ante concept, before any information is observed, and the second is an ex post concept, after observation of previous information signals. The former concept is useful for ex ante information acquisition decisions and the latter for sequential information acquisition.

Suggested Citation

  • Sushil Bikhchandani & John W. Mamer, 2013. "Decreasing Marginal Value of Information Under Symmetric Loss," Decision Analysis, INFORMS, vol. 10(3), pages 245-256, September.
  • Handle: RePEc:inm:ordeca:v:10:y:2013:i:3:p:245-256
    DOI: 10.1287/deca.2013.0274
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    References listed on IDEAS

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    1. Peter I. Frazier & Warren B. Powell, 2010. "Paradoxes in Learning and the Marginal Value of Information," Decision Analysis, INFORMS, vol. 7(4), pages 378-403, December.
    2. Ronald W. Hilton, 1981. "The Determinants of Information Value: Synthesizing Some General Results," Management Science, INFORMS, vol. 27(1), pages 57-64, January.
    3. Gould, John P., 1974. "Risk, stochastic preference, and the value of information," Journal of Economic Theory, Elsevier, vol. 8(1), pages 64-84, May.
    4. Robert A. Jones & Joseph M. Ostroy, 1984. "Flexibility and Uncertainty," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(1), pages 13-32.
    5. R. Winkler & Javier Muñoz & José Cervera & José Bernardo & Gail Blattenberger & Joseph Kadane & Dennis Lindley & Allan Murphy & Robert Oliver & David Ríos-Insua, 1996. "Scoring rules and the evaluation of probabilities," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 5(1), pages 1-60, June.
    6. Chade, Hector & Schlee, Edward, 2002. "Another Look at the Radner-Stiglitz Nonconcavity in the Value of Information," Journal of Economic Theory, Elsevier, vol. 107(2), pages 421-452, December.
    7. J. Eric Bickel, 2007. "Some Comparisons among Quadratic, Spherical, and Logarithmic Scoring Rules," Decision Analysis, INFORMS, vol. 4(2), pages 49-65, June.
    8. J. Eric Bickel & James E. Smith, 2006. "Optimal Sequential Exploration: A Binary Learning Model," Decision Analysis, INFORMS, vol. 3(1), pages 16-32, March.
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    Cited by:

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    5. De Jaegher, K. & Kamphorst, J.J.A., 2015. "Minimal two-way flow networks with small decay," Journal of Economic Behavior & Organization, Elsevier, vol. 109(C), pages 217-239.

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