The relationship between perfect and imperfect information in a two-action risk-sensitive problem

The relationship between perfect and imperfect information in a two-action risk-sensitive problem

0.00 Avg rating0 Votes
Article ID: iaor200944728
Country: United States
Volume: 5
Issue: 3
Start Page Number: 116
End Page Number: 128
Publication Date: Sep 2008
Journal: Decision Analysis
Authors:
Abstract:

The ability to value information is a central feature of decision analysis and one of its most interesting areas of application. Unfortunately, general assertions regarding the drivers of information value or its properties have been difficult to formulate or have been disproved by counterexample. In this paper, we investigate the value of imperfect information relative to perfect information (RVOI). Within the context of a two-action decision problem with normal priors and exponential utility, we derive a closed-form solution for the value of information and demonstrate that the RVOI is maximal when the decision maker is indifferent between the two alternatives. In addition, we determine when the value of an information system providing a normally distributed signal with correlation coefficient ρ is equal to ρ × 100% or ρ2× 100% of the value of perfect information. These results deepen our understanding of information value and enable practitioners to estimate the value of imperfect information in particular settings.

Reviews

Required fields are marked *. Your email address will not be published.