The most common method of verifying multicategory probabilistic foreca
sts such as are used in probabilistic quantitative precipitation forec
asting is through the use of the ranked probability score. This single
number description of forecast accuracy can never capture the multidi
mensional nature of forecast quality and does not inform the forecaste
r about the sources of forecast deficiencies. A new type of reliabilit
y diagram is developed here and applied to probabilistic quantitative
precipitation forecasts from a university contest. This diagram is sho
wn to potentially be useful in helping the forecaster to correct some
errors in assigning the categorical probabilities.