Watch and analyze football matches Identify and annotate key events, actions, and information from match footage Convert video into accurate, structured datasets Prepare and clean data for use in analytics and machine learning workflows Identify inconsistencies and help maintain data quality Follow defined guidelines to ensure consistency across large datasets Work with quality-control processes and incorporate feedback Develop an understanding of how raw video and data are transformed into usable datasets