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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.