Collection of references, datasets and software libraries for soccer analytics.
- A Framework for Tactical Analysis and Individual Offensive Production Assessment in Soccer Using Markov Chains. Sarah Rudd. New England Symposium on Statistics in Sports. Conference presentation. Appeared on 24 September 2011.
- STARSS: A Spatio-Temporal Action Rating System for Soccer. Tom Decroos, Jan Van Haaren, Vladimir Dzyuba, Jesse Davis. Workshop on Machine Learning and Data Mining for Sports Analytics. Workshop paper. Appeared on 18 September 2017.
- Actions Speak Louder Than Goals: Valuing Player Actions in Soccer (V1). Tom Decroos, Lotte Bransen, Jan Van Haaren, Jesse Davis. arXiv. arXiv paper. Appeared on 18 February 2018.
- Introducing Expected Threat (xT). Karun Singh. Karun Singh. Blog post. Appeared on 15 February 2019.
- Attacking Contributions: Markov Models for Football. StatsBomb. Derrick Yam. StatsBomb. Blog post. Appeared on 21 February 2019.
- Actions Speak Louder Than Goals: Valuing Player Actions in Soccer (V2). Tom Decroos, Lotte Bransen, Jan Van Haaren, Jesse Davis. International Conference on Knowledge Discovery & Data Mining. Conference paper. Appeared on 25 July 2019.
- Introducing a Possession Value Framework. Nils Mackay. Stats Perform. Blog post. Appeared on 03 October 2019.
- Expected Potential (xPo). Aditya Kothari. The Come On Man. Blog post. Appeared on 05 April 2020.
- Goals Added: Introducing a New Way to Measure Soccer. John Muller. American Soccer Analysis. Blog post. Appeared on 04 May 2020.
- Deep Soccer Analytics: Learning an Action-Value Function for Evaluating Soccer Players. Guiliang Liu, Yudong Luo, Oliver Schulte, Tarak Kharrat. Data Mining and Knowledge Discovery. Journal paper. Appeared on 21 July 2020.
- Evolving Our Possession Value Framework. Jonny Whitmore. Stats Perform. Blog post. Appeared on 07 October 2020.
- StatsBomb Open Data. Event dataset for men's and women's soccer.
- Wyscout Match Event Dataset. Event dataset for men's soccer.
- SkillCorner Open Data. Broadcast tracking dataset for nine matches.
- Metrica Sports Sample Data. Tracking and event dataset for two anonymized matches.