This study investigates ways of quantifying the skill in forecasts of dicho
tomous weather events. The odds ratio, widely used in medical studies, can
provide a powerful way of testing the association between categorical forec
asts and observations. A skill score can be constructed from the odds ratio
that is less sensitive to hedging than previously used scores. Furthermore
, significance tests can easily be performed on the logarithm of the odds r
atio to test whether the skill is purely due to chance sampling. Functions
of the odds ratio and the Peirce skill score define a general class of skil
l scores that are symmetric with respect to taking the complement of the ev
ent. The study illustrates the ideas using Finley's classic set of tornado
forecasts.