Win probability evolves with score, time, and possession
In real-time, the probability of a team winning changes as the game unfolds. Early in the game, even a 5-point lead carries limited win probability boost because the opponent has time to score. With two minutes left in a tie game, a single made basket swings win probability sharply. The home team trailing by 3 with 10 seconds left has near-zero win probability, while a 3-point lead with the ball is near-certainty.
Possession matters more in the final moments
Win probability models trained on historical game outcomes account for time remaining, score differential, and whose possession it is. Having the ball in the final minute worth 5-10 percentage points of win probability, depending on timeouts remaining and foul situation. These live probabilities feed sports broadcasts, fantasy sports scoring, and betting markets. A momentum swing that looks dramatic visually (big run, turnover) shows up first as a win probability jump that casual fans sense before data analysts quantify it.