Do you know of any good resources to learn more about this idea of the rate of improvement of perception per percentage point?
odds of crash a => 97% => 3 / 100
odds of crash for b => 99.99% => 1 / 10000
improvement (odds ratio in this case) is then 300x = odds of crash for b / odds of crash for a