Expected points (EP)
The points a team can expect to score from where it has the ball, averaged over everything that usually happens next. First and 10 at the opponent's 20 is worth far more than first and 10 at its own 20.
Before every snap, a model fitted to past seasons estimates it from the down, distance, field position and the time left in the half.
Exactly. nflverse computes it with the nflfastR model, which estimates the probability of each possible next score in the same half: a touchdown (7 points), field goal (3) or safety (2) for the team with the ball, the same three for its opponent (counted negative), or no score. EP adds up each outcome's points times its probability.
Its inputs, as Ben Baldwin documented the model in 2021, are the down, yards to go, yard line, seconds left in the half, both teams' timeouts, whether the team with the ball is at home, the stadium roof and the era of the game.
Ronald Yurko, Samuel Ventura and Maksim Horowitz's nflscrapR estimated those probabilities with a multinomial logistic regression (2018); nflfastR, by Sebastian Carl and Ben Baldwin, replaced it with a tree-based model (Baldwin).
On Downfield. No page prints EP itself. Every figure below is built from its change, EPA.