Need advice when data almost (but not quite) fit log normal dist

Then that’s not such a bad situation. For a log-normal (or extremal) distro even a single extremal observation will move the mean by a lot, so it’s not so bad to be overshooting what your current data shows you…
This depends on your use case however.

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