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Naïve vs. Winning Models

Description

From "Results from the National Institute of Justice Recidivism Forecasting Challenge."

Exhibit 1: Naïve vs. Winning Models. Top winning scores are presented to display the range of scores across years and specifically how top winner’s scores compare to simple demographic and chance models. Both naïve and winning models performed substantially better (error is lower) than the random chance model (dotted line).

Data

Female
  Year 1 Year 2 Year 3
Random Chance 0.25000 0.25000 0.25000
Best Naïve 0.19015 0.14506 0.12811
Best Winning 0.17190 0.11960 0.11390
Male
  Year 1 Year 2 Year 3
Random Chance 0.25000 0.25000 0.25000
Best Naïve 0.21001 0.18647 0.16163
Best Winning 0.19000 0.15420 0.14630