Here Comes the STRAIN: Analyzing Defensive Pass Rush in American Football with Player Tracking Data

football
Big Data Bowl
player-tracking data
multilevel models
Introducing STRAIN, a novel metric for measuring pass rushers (2023 Big Data Bowl finalist)
Authors
Affiliations

Quang Nguyen

Department of Statistics & Data Science, Carnegie Mellon University

Ronald Yurko

Department of Statistics & Data Science, Carnegie Mellon University

Gregory J. Matthews

Department of Mathematics and Statistics, Loyola University Chicago

Published

July 25, 2023

The American Statistician arxiv code

@article{nguyen2024here,
  title={Here Comes the STRAIN: Analyzing Defensive Pass Rush in American Football with Player Tracking Data},
  author={Nguyen, Quang and Yurko, Ronald and Matthews, Gregory J},
  journal={The American Statistician},
  volume={78},
  number={2},
  pages={199--208},
  year={2024},
  publisher={Taylor \& Francis}
}

Abstract

In American football, a pass rush is an attempt by the defensive team to disrupt the offense and prevent the quarterback (QB) from completing a pass. Existing metrics for assessing pass rush performance are either discrete-time quantities or based on subjective judgment. Using player tracking data, we propose STRAIN, a novel metric for evaluating pass rushers in the National Football League (NFL) at the continuous-time within-play level. Inspired by the concept of strain rate in materials science, STRAIN is a simple and interpretable means for measuring defensive pressure in football. It is a directly observed statistic as a function of two features: the distance between the pass rusher and QB, and the rate at which this distance is being reduced. Our metric possesses great predictability of pressure and stability over time. We also fit a multilevel model for STRAIN to understand the defensive pressure contribution of every pass rusher at the play-level. We apply our approach to NFL data and present results for the first eight weeks of the 2021 regular season. In particular, we provide comparisons of STRAIN for different defensive positions and play outcomes, and rankings of the NFL’s best pass rushers according to our metric.