A Theory of Attribution
31 Pages Posted: 25 May 2007
Date Written: May 29, 2007
Abstract
Attribution of economic joint effects is achieved with a random order model of their relative importance. Random order consistency and elementary axioms uniquely identify linear and proportional marginal attribution. These are the Shapley (1953) and proportional (Feldman (1999, 2002) and Ortmann (2000)) values of the dual of the implied cooperative game. Random order consistency does not use a reduced game. Restricted potentials facilitate identification of proportional value derivatives and coalition formation results. Attributions of econometric model performance, using data from Fair (1978), show stability across models. Proportional marginal attribution (PMA) is found to correctly identify factor relative importance and to have a role in model construction. A portfolio attribution example illuminates basic issues regarding utility attribution and demonstrates investment applications. PMA is also shown to mitigate concerns (e.g., Thomas (1977)) regarding strategic behavior induced by linear cost attribution.
Keywords: attribution, coalition formation, consistency, cost allocation, joint costs, joint effects, proportional value, random order model, relative importance, restricted potential, Shapley value, variance decomposition
JEL Classification: C10, C52, C71, D00, G11, M31, M41
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