Current State of Data and Analytics Research in Baseball
- PMID: 35486325
- PMCID: PMC9276858
- DOI: 10.1007/s12178-022-09763-6
Current State of Data and Analytics Research in Baseball
Abstract
Purpose of review: Baseball has become one of the largest data-driven sports. In this review, we highlight the historical context of how big data and sabermetrics began to transform baseball, the current methods for data collection and analysis in baseball, and a look to the future including emerging technologies.
Recent findings: Machine learning (ML), artificial intelligence (AI), and modern motion-analysis techniques have shown promise in predicting player performance and preventing injury. With the advent of the Health Injury Tracking System (HITS), numerous studies have been published which highlight the epidemiology and performance implications for specific injuries. Wearable technologies allow for the prospective collection of kinematic data to improve pitching mechanics and prevent injury. Data and analytics research has transcended baseball over time, and the future of this field remains bright.
Keywords: Artificial intelligence; Baseball; Machine learning; Motion analysis; Sabermetrics.
© 2022. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.
Conflict of interest statement
The authors declare no competing interests.
References
- 
    - Baseball History, American history and you [Internet]. [cited 2021 Oct 27]. Available from: https://baseballhall.org/baseball-history-american-history-and-you
 
- 
    - Healey G. The new moneyball: how ballpark sensors are changing baseball. Proceedings of the IEEE. Institute of Electrical and Electronics Engineers Inc.; 2017. p. 1999–2002.
 
- 
    - Matt Kelly. What is sabermetrics? Modern analytics impact nearly every part of today’s game [Internet]. MLB.com. 2019 [cited 2021 Oct 27]. Available from: https://www.mlb.com/news/sabermetrics-in-baseball-a-casual-fans-guide
 
- 
    - Hall B. Artificial intelligence, machine learning, and the bright future of baseball [Internet]. The National Pastime: The Future According to Baseball. 2021 [cited 2021 Oct 27]. Available from: https://sabr.org/journal/article/artificial-intelligence-machine-learnin...
 
- 
    - Fred Ivor-Campbell. F.C. Lane. 2000 [cited 2021 Oct 29]; Available from: https://sabr.org/bioproj/person/f-c-lane/
 
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