I like thinking of Expected Goals in this way: Watch a play and then freeze frame at the exact moment that a puck is released. An expected goal value should closely reflect an experienced hockey mind's intuitive sense of shot danger in that instance.

— Domenic Galamini Jr. (@DomGalamini) November 9, 2020