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The value of information in monotone decision problems
Authors:Susan Athey  Jonathan Levin
Affiliation:1. Graduate School of Business, Stanford University, Stanford, CA 94305, USA;2. National Bureau of Economic Research, 1050 Massachusetts Ave., Cambridge, MA, 02138, USA
Abstract:
We study the information preferences and information demand of decision-makers facing uncertainty. We focus on monotone decision problems in which the posterior beliefs induced by the decision-maker’s information can be ordered so that higher actions are chosen in response to higher signal realizations. We provide necessary and sufficient conditions for decision makers with different classes of payoff functions to prefer one information structure to another. We also provide conditions under which two decision-makers in a given class can be ranked in terms of their information demand. Applications and examples are given.
Keywords:Bayesian decision problems  Uncertainty  Value of information  Stochastic dominance  Stochastic orderings
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