Expected shortfall (ES) is a risk measure—a concept used in the field of financial risk measurement to evaluate the market risk or credit risk of a portfolio. The "expected shortfall at q% level" is the expected return on the portfolio in the worst of cases. ES is an alternative to value at risk that is more sensitive to the shape of the tail of the loss distribution.
Expected shortfall is also called conditional value at risk (CVaR), average value at risk (AVaR), expected tail loss (ETL), and superquantile.
ES estimates the risk of an investment in a conservative way, focusing on the less profitable outcomes. For high values of it ignores the most profitable but unlikely possibilities, while for small values of it focuses on the worst losses. On the other hand, unlike the discounted maximum loss, even for lower values of the expected shortfall does not consider only the single most catastrophic outcome. A value of often used in practice is 5%.
Expected shortfall is considered a more useful risk measure than VaR because it is a coherent spectral measure of financial portfolio risk. It is calculated for a given quantile-level and is defined to be the mean loss of portfolio value given that a loss is occurring at or below the -quantile.
If (an Lp) is the payoff of a portfolio at some future time and then we define the expected shortfall as
where is the value at risk. This can be equivalently written as
where is the lower -quantile and is the indicator function. The dual representation is
where is the set of probability measures which are absolutely continuous to the physical measure such that almost surely. Note that is the Radon–Nikodym derivative of with respect to .
Expected shortfall can be generalized to a general class of coherent risk measures on spaces (Lp space) with a corresponding dual characterization in the corresponding dual space. The domain can be extended for more general Orlicz Hearts.
If the underlying distribution for is a continuous distribution then the expected shortfall is equivalent to the tail conditional expectation defined by .
Cette page est générée automatiquement et peut contenir des informations qui ne sont pas correctes, complètes, à jour ou pertinentes par rapport à votre recherche. Il en va de même pour toutes les autres pages de ce site. Veillez à vérifier les informations auprès des sources officielles de l'EPFL.
The course provides a market-oriented framework for analyzing the major financial decisions made by firms. It provides an introduction to valuation techniques, investment decisions, asset valuation, f
This course is an introduction to quantitative risk management that covers standard statistical methods, multivariate risk factor models, non-linear dependence structures (copula models), as well as p
The course provides a market-oriented framework for analyzing the major financial decisions made by firms. It provides an introduction to valuation techniques, investment decisions, asset valuation, f
In financial mathematics, a risk measure is used to determine the amount of an asset or set of assets (traditionally currency) to be kept in reserve. The purpose of this reserve is to make the risks taken by financial institutions, such as banks and insurance companies, acceptable to the regulator. In recent years attention has turned towards convex and coherent risk measurement. A risk measure is defined as a mapping from a set of random variables to the real numbers. This set of random variables represents portfolio returns.
La VaR (de l'anglais value at risk, mot à mot : « valeur à risque », ou « valeur en jeu ») est une notion utilisée généralement pour mesurer le risque de marché d'un portefeuille d'instruments financiers. Elle correspond au montant de pertes qui ne devrait être dépassé qu'avec une probabilité donnée sur un horizon temporel donné. L'utilisation de la VaR n'est désormais plus limitée aux instruments financiers : on peut en faire un outil de gestion des risques dans tous les domaines (, par exemple).
Expected shortfall (ES) is a risk measure—a concept used in the field of financial risk measurement to evaluate the market risk or credit risk of a portfolio. The "expected shortfall at q% level" is the expected return on the portfolio in the worst of cases. ES is an alternative to value at risk that is more sensitive to the shape of the tail of the loss distribution. Expected shortfall is also called conditional value at risk (CVaR), average value at risk (AVaR), expected tail loss (ETL), and superquantile.
Discuter de l'évaluation de la mesure des risques, des intervalles de confiance et des distributions multivariées pour l'évaluation des risques du portefeuille.
Explore l'optimisation stochastique de la gestion de portefeuille, en mettant l'accent sur les critères de décision pour des objectifs incertains et le concept de la valeur conditionnelle à risque.