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The Unscaled Mean Bounded Relative Absolute Error (UMBRAE) is a new way to measure forecast errors proposed, and well supported in, Chen, Twycross, and Garibaldi (2017). "A new accuracy measure based on bounded relative error for time series forecasting". The new measure appears to be a promising alternative, and is certainly worthy of further comparative research. Some analysts may want to continue using the RAE until further testing is done. We suggest using both measures in the meantime.