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The Data Scientist

Performance measures: standard deviation, MAD, and quantiles

xSomething else which I have found helps a lot is the use of error histograms and the standard deviation or quantiles when reporting errors. So, for example,

<GRAPH>

When a graph is relatively normal, the use of standard deviation makes sense, otherwise you might want to go for quantiles, or the median absolute deviation (MAD).