Nonparametric risk management and implied risk aversion

Citation
Y. Ait-sahalia et Aw. Lo, Nonparametric risk management and implied risk aversion, J ECONOMET, 94(1-2), 2000, pp. 9-51
Citations number
68
Categorie Soggetti
Economics
Journal title
JOURNAL OF ECONOMETRICS
ISSN journal
03044076 → ACNP
Volume
94
Issue
1-2
Year of publication
2000
Pages
9 - 51
Database
ISI
SICI code
0304-4076(200001/02)94:1-2<9:NRMAIR>2.0.ZU;2-K
Abstract
Typical value-at-risk (VaR) calculations involve the probabilities of extre me dollar losses, based on the statistical distributions of market prices. Such quantities do not account for the fact that the same dollar loss can h ave two very different economic valuations, depending on business condition s. We propose a nonparametric VaR measure that incorporates economic valuat ion according to the state-price density associated with the underlying pri ce processes. The state-price density yields VaR values that are adjusted f or risk aversion, time preferences, and other variations in economic valuat ion. In the context of a representative agent equilibrium model, we constru ct an estimator of the risk-aversion coefficient that is implied by the joi nt observations on the cross-section of option prices and time-series of un derlying assest values. (C) 2000 Elsevier Science S.A. All rights reserved. JEL classification: G12; C13; C22.