Definition

What is lineup-aware NBA pricing?

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Definition

Lineup-aware pricing computes NBA fair prices conditional on the starting lineup (and in-game substitution patterns) rather than treating the team as a fixed unit. Rest schedule, injuries, and historical lineup performance feed into the win probability.

NBA teams without their stars play differently — sometimes dramatically so. A model that prices the spread + total conditional on the *announced* lineup at tip-off captures information the public line incorporates late. Add rest-schedule priors (back-to-back games, fourth game in five nights) and you have a base model that's competitive with sharp books on a meaningful number of games.

The inputs

  • Starting lineup announced 30+ min before tip
  • Rest schedule (days since last game, fourth in five, etc.)
  • Injury priors (G-League call-ups, day-of inactive list)
  • Historical lineup performance for the announced 5-man unit

Why the public line trails

Public NBA lines incorporate “team strength” but not always “this lineup vs that lineup on this rest schedule.” A lineup-aware model is a base; combined with situational priors, it produces fair prices that the public sometimes lags.

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