Terminology: Average vs Statistic

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When is it correct to call a calculation an average and when is it correct to call a calculation a statistic?

I recall reading something along the lines of: an average is calculated directly from a data set whereas a statistic is calculated from averages. Is there a nice rule similar to this that is correct?