I found this a really interesting look (though a bit dense with statistics in parts) at personal-best high scores, and a few variations on them. I hadn’t realized, although it falls out fairly straightforwardly from the math, that “the probability of reaching a high score decreases rapidly the more one plays, even when players are learning and improving”, which has implications for how useful personal-best high scores are as a metric of improvement at a game.