Risk Attribution Using the Shapley Value: Methodology and Policy Applications
We present the Shapley Value as a methodology for risk attribution and use it to derive measures of banks' systemic importance. The methodology possesses attractive properties, such as fairness and efficiency. It also leads naturally to a framework for the analysis of different drivers of syste...
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Veröffentlicht in: | Review of Finance 2016-05, Vol.20 (3), p.1189-1213 |
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Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | We present the Shapley Value as a methodology for risk attribution and use it to derive measures of banks' systemic importance. The methodology possesses attractive properties, such as fairness and efficiency. It also leads naturally to a framework for the analysis of different drivers of systemic importance: bank size, bank-specific risk, and the commonality of banks' exposures. We prove that, all else equal, an increase in bank size leads to a more than proportional increase in systemic importance. We also show how alternative applications of the Shapley Value methodology can be used in designing policy tools with system-wide objectives. |
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ISSN: | 1572-3097 1875-824X |
DOI: | 10.1093/rof/rfv028 |