New method predicts financial losses with unprecedented accuracy using multivariate quantile regressions.
The article introduces a new way to estimate Expected Shortfall by extending quantile regressions to multiple variables. By using Pair-Copula Construction and Extreme Value Theory, the researchers developed a model that can predict the quantile of a variable based on the values of other variables. This allows for better estimation of potential losses in financial scenarios.