What do you mean it’s not robust to log transformations? A log transformation changes the inference to be about the conditional geometric mean, certainly (the l

What do you mean it’s not robust to log transformations? A log transformation changes the inference to be about the conditional geometric mean, certainly (the log of an average of x is not equal to the average of a log(x)), but this is often quite sensible.