Expected points
xPts°An estimate from a model we built. Useful, but not a fact — every modeled stat's page says where it's weak.
Definition
A scoreline-probability model turns each team's expected-goal total into probabilities of winning, drawing, and losing. Expected points weights those outcomes as three, one, and zero points. It is a process estimate, not a judgment about what a team deserved.
How it is computed
Estimate the compatible scoreline distribution from match-level xG, then calculate 3 × P(win) + 1 × P(draw).
How much is enough
A single match can be described, but team-strength comparisons need several matches from the same competition and model version.
Where it is weak
It inherits xG calibration limits and cannot represent red-card counterfactuals, unobserved tactical intent, or the value of protecting a game state.
What it refuses to measure
Expected points does not measure points deserved and should not replace the actual table.
What would prove this wrong
If held-out win, draw, and loss probabilities are materially less calibrated than the documented baseline across two consecutive evaluation windows, this model is voided.