Inside Manchester City's data-driven squad rebuild from a 650,000-player database

BBC Sport has gained access to Manchester City's data operation and reports the club's analytics team played a central role in reshaping the squad over the last 18 months using a database covering some 650,000 players.

Manchester City has turned to numbers as well as noses in its recent squad overhaul, according to an in-depth report by BBC Sport. The club's data unit, which maintains a database of around 650,000 players, has been described by the broadcaster as a core component of the recruitment and rebuilding process carried out across the past 18 months.

The BBC's access to the operation illuminates how modern elite clubs combine technology and traditional scouting. City’s analytics staff are credited with flagging potential targets and profiling players across a huge pool of candidates, providing insights that complement on-the-ground scouting and coaching assessments.

Sources in the report say the data team’s work extended beyond initial identification. Their analysis fed into conversations about a player’s fit for Pep Guardiola’s system, the club’s longer-term strategic needs and how new arrivals might integrate with existing personnel. The result, BBC Sport suggests, has been a more systematic approach to recruitment and squad management.

The story situates City within a wider trend in elite football, where clubs increasingly rely on large datasets and specialist analysts to inform transfers and development. BBC Sport’s coverage offers a close look at how one of the game’s richest clubs is deploying data to try to maximise recruitment efficiency and on-field performance.