Abstract In the past 20 years, performance analysis in soccer has accumulated a wide variety of key indicators (KPI’s) aimed at reflecting team’s strength and success. Thanks to rapidly advancing technologies data analytics more sophisticated metrics, requiring high resolution acquisition big methods, are developed. This includes many position-data-based KPI’s, which incorporate precise spatial...