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  1. 1

    Machine learning in sports: Open approach for next play analytics

    Fujii, K.
    Published 2025
    “…This book is an essential read for postgraduates, researchers, and technologists, who are interested in sports analysts. The book consists of five parts: Part I, which comprises a single chapter exploring the fundamentals and scope of learning-based sports analytics; Parts II, III, IV, and V review the various aspects of this field, including data acquisition with computer vision, predictive analysis and play evaluation with machine learning, potential play evaluation with learning-based agent modeling, and future perspectives and ecosystems on the field. …”
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  2. 2

    Importance of linebreaks in rugby union: The case of a winning team

    Béchard, T., Combe, M., Moretto, P., Pasquaretta, C.
    Published in Journal of Sports Analytics (2025)
    “…This study provides practical insights for coaches and performance analysts, offering a strategic framework to optimize attacking play and maximize success in professional rugby.…”
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  3. 3

    A comparison of three-point shooting effectiveness in the Euroleague and NCAA DI basketball

    Karamousalidis, G., Foteinakis, P., Konstantinidis, G., Kifonidis, D., Kourtis-Doulkeridis, A., Symeonidou, S.
    Published in Journal of Human Sport & Exercise (2025)
    “…These findings provide valuable insights for analysts and coaches to develop effective offensive tactics tailored to the specific characteristics of each competition.…”
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  4. 4

    Longitudinal analysis of performance indicators in winning and losing teams in rugby union

    Kvasnytsya, O., Tyshchenko, V., Latyshev, M., Kvasnytsia, I., Polianychko, O., Kirsanov, M., Khimich, V., Hatsko, O., Hnutova, N.
    Published in Journal of Physical Education and Sport (2025)
    “…The findings offer practical value for coaches, analysts, and sports scientists in strategic planning and highlight the dynamic evolution of the game, particularly the increasing importance of offloads, underscoring the need for continuous updates in training methods and performance monitoring systems. …”
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  5. 5

    Redefining player roles in professional women`s basketball: from traditional positions to functional profiles

    Ibáñez, S. J., Courel-Ibáñez, J., Contreras-García, J. M., Piñar-López, M. I.
    Published in PLOS ONE (2025)
    “…These roles capture offensive, defensive, and hybrid specializations, providing coaches and analysts with a practical framework for tactical planning, scouting, and individualized player development. …”
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  6. 6

    Advancing NFL win prediction: from Pythagorean formulas to machine learning algorithms

    Weirich, C., Kim, J. W., Yoon, Y., Jeong, S.
    Published in Frontiers in Sports and Active Living (2025)
    “…The study offers practical implications for analysts, coaches, and sports management professionals seeking to optimize strategic decisions and competitive performance. …”
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  7. 7

    Expected game value (xGV): a novel approach for strategic decision-making in rugby union

    Chéradame, J., Carling, C., Pisseloup, M., Pinczon du Sel, N.
    Published in International Journal of Performance Analysis in Sport (2025)
    “…As such, xGV provides valuable information to coaches and analysts and can help refine tactical decision-making and arguably represents a significant advance in rugby analysis by quantifying the value of the game at any given moment, enabling objective comparisons across teams and strategies.…”
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  8. 8

    Playing style identification in team sports: a systematic review from statistical dimensionality reduction to unsupervised machine learning

    Gu, L., Wang, W., Plakias, S., Zhang, S.
    Published in International Journal of Sports Science & Coaching (2025)
    “…Despite these limitations, dimensionality reduction and UML methods show strong potential for performance analysts and coaches, enabling objective, data-driven identification of tactical tendencies to guide training, opponent analysis, and recruitment. …”
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  9. 9

    Spot the difference? Contact event frequency during > 30,000 women`s and men`s rugby union player matches across top domestic and international competitions

    Roe, G., Sawczuck, T., Collins, N., Tooby, J., Owen, C., Starling, L., Falvey, É., Hendricks, S., Tucker, R., Stokes, K., Jones, B.
    Published in European Journal of Sport Science (2025)
    “…This study aimed to quantify the frequency of individual and team contact events during rugby union match play in top domestic and international men`s and women`s competitions. Analyst-coded player individual and team contact event types (tackles, carries, attacking rucks and defensive rucks, lineouts, scrums and mauls) from the 2022/2023 rugby union season were analysed from top domestic and international competitions across the world using generalised linear mixed models. …”
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  10. 10

    Comparative analysis of key performance indicators in Euroleague and national

    Plakias, S., Kokkotis, C., Pantazis, D., Tsatalas, T.
    Published in Journal of Physical Education and Sport (2024)
    “…It offers practical insights that can help coaches and analysts optimize team performance and strategic planning. …”
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  11. 11

    Advice on making the most of basketball three-point shot data

    Terhanian, G.
    Published in The Sport Journal (2024)
    “…A related goal is to explain how a combination of good data, logistic regression analysis, likely effects reporting in probabilities or percentage points, and self-serve simulation can improve communication among data analysts, basketball coaches, and players, and enhance each group`s effectiveness. …”
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  12. 12

    Performance metrics that matter: assessing winning and losing teams in women`s Rugby union

    Callinan, M. J., Connor, J. D., Sinclair, W. H., Gómez, M.-Á.
    Published in International Journal of Performance Analysis in Sport (2024)
    “…Four seasons of the Buildcorp Super W competition (2019-2022), round and final matches (n = 47) were analysed by an experienced performance analyst using computerised notational analysis software (Hudl SportsCode) to identify various KPI that occurred throughout a match. …”
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  13. 13

    Quantitative analysis of professional basketball: A qualitative discussion

    Zhou, Y., Li, T.
    Published in Journal of Sports Analytics (2023)
    “…Quantitative analysis of professional basketball become an attractive field for experienced data analysts, and the recent availability of high-resolution datasets pushes data-driven basketball analytics to a higher degree. …”
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  14. 14

    Determining the key performance indicators on game outcomes in NBA based on quantile regression analysis

    Zhou, W., Sansone, P., Jia, Z., Gomez, M.-A., Li, F.
    Published in International Journal of Performance Analysis in Sport (2024)
    “…The insights provided by QR analysis can guide more effective team strategies and player selection, emphasising the critical need for sports analysts and practitioners to consider the appropriate statistical methods when evaluating performance indicators in basketball and other sports.…”
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  15. 15

    Operational insights into analysing team and player performance in elite rugby league: a narrative review with case examples

    Wedding, C. J., Woods, C. T., Sinclair, W. H., Leicht, A. S.
    Published in Sports Medicine - Open (2022)
    “…Key Points - Data reduction and clustering, logistic regression and decision support analysis can each play an important part in supporting sports performance analysts. - The exemplars provided are intended to offer guidance as to how various analytical techniques may be used to address key questions commonly encountered in high-performance sport.…”
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  16. 16

    Data-driven analytics for decision making in game sports

    Seidenschwarz, P. G.
    Published 2021
    “…Additionally, coaches and analysts have to work under an enormous time pressure and decisions have to be made very quickly. …”
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  17. 17

    Exploring rugby coaches perception and implementation of performance analytics

    Callinan, M. J., Connor, J. D., Sinclair, W. H., Leicht, A. S.
    Published in PLOS ONE (2023)
    “…However, few studies to date have explored coaches` perspectives of performance analysts successful integration into the high-performance environment. …”
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  18. 18

    Field hockey from the performance analyst`s perspective: A systematic review

    Lord, F., Pyne, D. B., Welvaert, M., Mara, J. K.
    Published in International Journal of Sports Science & Coaching (2022)
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  19. 19

    The role of secondary assists in basketball - an analysis of its characteristics and effect on scoring

    Supola, B., Hoch, T., Baca, A.
    Published in International Journal of Performance Analysis in Sport (2022)
    “…However, the "pass that leads to an assist", which is frequently - according to the most successful coach Phil Jackson - the most important pass of the possession, remained mainly overlooked by experts and analysts alike. With the help of NBA`s SportVU positional data we analyse the characteristics and effects of this event through more than 500 games. …”
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  20. 20

    Its not all about sprinting: mechanisms of acute hamstring strain injuries in professional male rugby union—a systematic visual video analysis

    Kerin, F., Farrell, G., Tierney, P., McCarthy Persson, U., De Vito, G., Delahunt, E.
    Published in British Journal of Sports Medicine (2022)
    “…Three chartered physiotherapists (analysts) independently assessed all videos with a consensus meeting convened to describe the injury mechanisms. …”
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