Consider two things:

1. Can we improve risk sensitivity of VaR and ES estimates?
   • Filtered historical simulation
   • GARCH models
   • EWMA volatility filters
2. Can we improve simple empirical estimates of VaR and ES?
   • Parametric tail models, heavy-tailed distributions, extreme value theory