xG and Expected Goals - Is It Already Priced Into Markets or Is There Still Edge?

This is the current frontier of the Bundesliga model.

Not basic xG. Not second-order xG adjustments.

Understanding how xG-informed tactical evolution has changed the shot profiles the model was trained to evaluate.

The metric has become part of the game rather than just an observation of the game.

The feedback loop between metric and game is the place where the most sophisticated remaining edge lives.
 
started the thread thinking xG was something i understood because i saw it on broadcasts...

ending it understanding it's a sophisticated arms race between analysts, operators, and coaches where each layer of adoption creates new adaptation requirements...

and that my use of it as post-hoc justification was not only useless but was probably the exact distortion more sophisticated bettors were exploiting...

that's a very specific kind of humbling...
 
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