To test this hypothesis I implemented this "drop the worst score" grading system for a couple of the rating systems I use for football and measured performance in the usual way. Here are the results for one of the rating systems:
Predictor | % Correct | MOV Error |
---|---|---|
BGD Baseline | 73.7% | 16.52 |
BGD w/o blowouts or lowouts | 72.6% | 16.77 |
BGD w/o lowouts | 72.9% | 16.69 |
BGD w/o blowouts | 73.6% | 16.62 |
Here I'm using the whimsical "lowout" to indicate the worst loss for a team.
As this shows, eliminating the blowouts/lowouts hurts predictive performance. For what it's worth, the losses seem to be more important than the wins. (I saw the same effect in basketball when I looked at this last year.)
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