Publikationen: Beitrag in Buch/Bericht/Konferenzband › Kapitel › Begutachtung
KPIs in the German Bundesliga. / Raabe, Dominik.
Match Analysis: How to Use Data in Professional Sport. Hrsg. / Daniel Memmert. 1st Edition. Aufl. New York : Routledge, 2021. S. 213-220 23.Publikationen: Beitrag in Buch/Bericht/Konferenzband › Kapitel › Begutachtung
}
TY - CHAP
T1 - KPIs in the German Bundesliga
AU - Raabe, Dominik
PY - 2021
Y1 - 2021
N2 - This chapter discusses a Big Data field study that analyzed more than 300,000,000 position data points from the German Bundesliga. These data were used to explore and validate multiple advanced Key Performance Indicators (KPIs) based on Voronoi Diagrams or Neural Networks to analyze team and player performances, and to answer sport scientific questions such as the factors which vary between winning and losing or good and bad teams. With such a large sample, this example offers a great opportunity to examine the application of positional data analysis in practice. In addition to the study results, this chapter provides an in-depth discussion of the possible applications of positional data and derived KPIs in match analysis. Importantly, critical concepts, such as the operational definitions, validity and reliability of performance metrics, are highlighted. With a special emphasis on hands-on applications, this chapter finally discusses the interpretation of advanced KPIs and gives tips on how to apply these in a practical setting.
AB - This chapter discusses a Big Data field study that analyzed more than 300,000,000 position data points from the German Bundesliga. These data were used to explore and validate multiple advanced Key Performance Indicators (KPIs) based on Voronoi Diagrams or Neural Networks to analyze team and player performances, and to answer sport scientific questions such as the factors which vary between winning and losing or good and bad teams. With such a large sample, this example offers a great opportunity to examine the application of positional data analysis in practice. In addition to the study results, this chapter provides an in-depth discussion of the possible applications of positional data and derived KPIs in match analysis. Importantly, critical concepts, such as the operational definitions, validity and reliability of performance metrics, are highlighted. With a special emphasis on hands-on applications, this chapter finally discusses the interpretation of advanced KPIs and gives tips on how to apply these in a practical setting.
UR - https://www.mendeley.com/catalogue/efdb13f7-8df5-3459-905c-fc11fd8c12f4/
UR - https://doi.org/10.4324/9781003160953
U2 - 10.4324/9781003160953-27
DO - 10.4324/9781003160953-27
M3 - Chapter
SP - 213
EP - 220
BT - Match Analysis
A2 - Memmert, Daniel
PB - Routledge
CY - New York
ER -
ID: 6465029