Simulations with real bookmaker odds show the ignorance score identifies the correct forecast distribution faster than the RPS or Brier score, but the result follows from known likelihood-ratio optimality.
S., A scoring system for probability forecasts of ranked categories, Journal of Applied Meteorology, 8 (6), 985–987, 1969
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Evaluating probabilistic forecasts of football matches: The case against the Ranked Probability Score
Simulations with real bookmaker odds show the ignorance score identifies the correct forecast distribution faster than the RPS or Brier score, but the result follows from known likelihood-ratio optimality.