I am a visual and interactive learner, and I have been exploring immersive ways to help myself understand concepts in statistics.
Here are a few of those interactive illustrations. (Currently works in progress!)
An app for exploring Signal Detection Theory, N-P hypothesis testing, and Severity.
In 1884, Peirce published "A Numerical Measure for the Success of Predictions". Earlier that year, Sgt. Finley devised a method for predicting tornadoes, and scored his method favourably. He gave it a 96% as he was right 96% of the time.
Peirce and others responded by noting that most of Finley's success was due to the fact that tornadoes are rare. Finely would have gotten a better score (98%) by simply always saying "No Tornado".
Peirce offered an alternative way to assess such methods. The score, which he called "the science of the method" is now called The Peirce Skill Score, among other things.
(Image from Finley's booklet)