"Asymmetric" loss function?

Insurance pricing game
2

RMSLE is one of the asymmetric loss functions but I have not explored further in it.
Two characteristics:

  • RMSLE is greater when the model underestimates

  • Due to the log, it is more robust to outlier (which can be a bad / good thing?).

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