Predicting performance at the group-phase and knockout-phase of the 2015 Rugby World Cup
(Prognose der Leistung in der Gruppen- und K.O.-Phase der Rugby Weltmeisterschaft 2015)
Objectives: The primary aim of this paper was to produce a model that predicts outcome in the group-phase of the 2015 Rugby World Cup and to determine the relevance and importance of performance indicators (PIs) that are significant in predicting outcome. A secondary aim investigated whether this model accurately predicted match outcome in the knockout-phase of the competition. Methods: Data was the PIs from the 40 group-phase games of the 2015 RWC. Given the binary outcome (win/lose), a random forest classification model was built using the data sets. The outcome of the knockout-phase was predicted using this model and accuracy of prediction of the model from the group-phase. Results: The model indicated that thirteen PIs were significant to predicting match outcome in the group-phase and provided accurate prediction of match outcome in the knockout-phase. These PIs were tackle-ratio, clean breaks, average carry, lineouts won, penalties conceded, missed tackles, lineouts won in the opposition 22, defenders beaten, metres carried, kicks from hand, lineout success, penalties in opposition 22 m and scrums won. For the group-phase matches tackle ratio, clean breaks and average carry were accurate standalone predictors of match outcome and respectively predicted 75%, 70% and 73% of match outcomes. The model based on the group-phase predicted correctly 7 from 8 (87.5%) knockout-phase matches. In the knockout-phase clean breaks predicted 7 from 8 outcomes, whilst tackle ratio and average carry predicted 6 from 8 outcomes.
© Copyright 2021 European Journal of Sport Science. Wiley. Alle Rechte vorbehalten.
| Schlagworte: | |
|---|---|
| Notationen: | Spielsportarten |
| Veröffentlicht in: | European Journal of Sport Science |
| Sprache: | Englisch |
| Veröffentlicht: |
2021
|
| Online-Zugang: | https://doi.org/10.1080/17461391.2020.1743764 |
| Jahrgang: | 21 |
| Heft: | 3 |
| Seiten: | 312-320 |
| Dokumentenarten: | Artikel |
| Level: | hoch |