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).