Players and managers

Expected goals, assists, and player actions

Summary + sample · full document is 1,103 words

Summary

In football analytics, "expected value" refers to a family of metrics that assign a numerical value to events, game states, or players based on the probability of contributing to a goal (or preventing one). The motivation: raw counting stats (goals, assists, tackles) are noisy, position-dependent, and miss most of what happens on a pitch. xV-style metrics try to credit players for the chance-creation signal in their actions, not only the rare terminal outcomes.

Sample

What "expected value" means in football

In football analytics, "expected value" refers to a family of metrics that assign a numerical value to events, game states, or players based on the probability of contributing to a goal (or preventing one). The motivation: raw counting stats (goals, assists, tackles) are noisy, position-dependent, and miss most of what happens on a pitch. xV-style metrics try to credit players for the chance-creation signal in their actions, not only the rare terminal outcomes.

Full document

Pro Pass

Want the full document?

Expected goals, assists, and player actions runs 1,103 words. The Pass unlocks this document and every research note in full, plus per-fixture probabilities, the four-model comparison, and per-fixture tactical analysis.

View pricing

Every forecast graded against the real result, scored on 987 matches since 2014. See the scorecard.

24h money-back, no questions asked·No subscription, no auto-renewal·Access through 31 Dec 2026. See refund policy.