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Synonyms for Shortfall: incompleteness (noun) curtailment, deficiency, deficit, discontinuity, fraction, fragmentation, gap, hiatus,
Now we are interested in the expected value of loss given the exceedance. It is the definition of expected shortfall and is based on the concept of conditional probability as follows: $$. E[X\ |\ X>VaR_\alpha] = ES \ .