Forecasts of discrete choice can be misjudged due to difficulties of pseudo-R2.
We resolve these difficulties in the context of competitive event forecasting.
McFaddenś pseudo-R2 is dependent on the mean number of alternatives.
Pseudo-R2s can be given standard errors with bootstrap and asymptotic methods.
We derive a relative pseudo-R2, a new measure of the economic value of forecasts.