Measuring Prediction Accuracy
We all love to make predictions, but how good are we really at making them? The Brier score is an easy way to quantify the accuracy of your decisions. It's quite simple to calculate:
BS = 1/N * SUM((FORECAST(instance) - OUTCOME(instance))^2)
Where
BS = Brier Score
N = number of instances that predictions where made for
OUTCOME(instance) = binary outcome (1 or 0)
FORECAST(instance) = prediction probability that OUTCOME(instance) = 1