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When forecast error is significant, the authors argue that instead of discarding it, use a technique called Theil's Optimum Linear Correction procedure (OLC).
From Issue:
Winter 1983
(Winter 1983-1984)
Don't Discard A Bad Forecast; It's Cheaper To Apply OLC