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- PublicationOpen AccessFrom big data mining to technical sport reports: the case of inertial measurement units(BMJ Journals, 2025-01-21) Rojas-Valverde , Daniel; Gómez-Carmona, Carlos D; Gutiérrez-Vargas, Randall; Pino Ortega, José; Actividad Física y DeporteThe inertial measurement units (IMU) are instruments used to quantify the external load of athletes; they are increasingly common in assessing team and individual sports. This type of instruments has several sensors, such as accelerometers, gyroscopes and magnetometers; this allows access to a large amount of information and analysis possibilities. Due to the complexity of synthesising this data, it is necessary to create a flow for collecting, analysing and presenting the collected data in a simple way and present it as quickly as possible to the technical staff. This report aims to present new methods of reduction of the data and propose a new approach method for the analysis of the IMU’s outcomes.