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We investigate the effect of estimation error on backtests of (multi-period) expected shortfall (ES) forecasts. These … estimation error, and propose robust tests that account for it. Monte Carlo experiments show that the tests that ignore these …, we find that estimation error substantially impacts the outcome of the backtests. …
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