Consistent Scoring Functions for Quantiles

: A scoring function is consistent for the α -quantile functional if, and only if, it is generalized piecewise linear (GPL) of order α , up to equivalence. Expressed differently, loss functions that yield quantiles as Bayes rules are GPL functions. We review and discuss this basic decision-theoretic result with focus on Thomson’s pioneering characterization.