Multi-step-ahead forecasts of forecast uncertainty in practice are often based on the horizon-specific sample means of … recent squared forecast errors, where the number of available past forecast errors decreases one-to-one with the forecast … horizon. In this paper, the efficiency gains from the joint estimation of forecast uncertainty for all horizons in such …