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I've found timings in general were lognormal a long time ago. I had to routinely apply transformations to get meaningful ANOVA and DOE results.

The obvious transformation is the log. Are there other?

Yes, box-cox can be used, even if the lognormal itself isn't a perfect match for the actual distribution, with the correct choice of lambda.