Evaluating Density Forecasts with Applications to Financial Risk Management

Abstract

Density forecasting is increasingly more important and commonplace, for example in financial risk management, yet little attention has been given to the evaluation of density forecasts. We develop a simple and operational framework for density forecast evaluation. We illustrate the framework with a detailed application to density forecasting of asset returns in environments with time-varying volatility. Finally, we discuss several extensions.