# Is it worth the effort? Understanding and contextualizing physical metrics in soccer

arXiv: https://arxiv.org/abs/2204.02313 · HTML: https://mlsanity.com/paper/2204.02313/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 1 of its 21 references that are in the map.
- First posted on arXiv 5 Apr 2022.

## Builds on (most cited first, 1 of 1)

- [A framework for the fine-grained evaluation of the instantaneous expected value of soccer possessions](https://mlsanity.com/paper/2011.09426/) (2020)

## Built on by (most cited first, 1 of 1)

- [Contextual Sprint Classification in Soccer Based on Deep Learning](https://mlsanity.com/paper/2406.15659/) (2024)

## Abstract (arXiv)

We present a framework that gives a deep insight into the link between physical and technical-tactical aspects of soccer and it allows associating physical performance with value generation thanks to a top-down approach. First, we estimate physical indicators from tracking data. Then, we contextualize each player's run to understand better the purpose and circumstances in which it is done, adding a new dimension to the creation of team and player profiles. Finally, we assess the value-added by off-ball high-intensity runs by linking with a possession-value model. This novel approach allows answering practical questions from very different profiles of practitioners within a soccer club, from analysts, coaches, and scouts to physical coaches and readaptation physiotherapists.