 A singularity problem of the form 'one divided by zero' and/or the creation of very large changes in the Absolute Percentage Error, caused by a small deviation in error, can occur.As an alternative, each actual value () of the series in the original formula can be replaced by the average of all actual values () of that series.This alternative is still being used for measuring the performance of models that forecast spot electricity prices.