  We discuss the coherence properties of Expected Shortfall (ES) as a financial
risk measure. This statistic arises in a natural way from the estimation of the
"average of the 100p % worst losses" in a sample of returns to a portfolio.
Here p is some fixed confidence level. We also compare several alternative
representations of ES which turn out to be more appropriate for certain
purposes.
