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Man City overhauled squad using 650,000-player database

Discover how Manchester City utilizes a database of 650,000 players and advanced metrics to revamp their squad since their 2023 Treble.

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24 Sep 2026Source: BBC Sport4 min read (0 views)
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Man City overhauled squad using 650,000-player database

Stock photo for illustration only, not from the actual event

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  • Manchester City utilizes a massive database containing 650,000 players worldwide
  • The recruitment process involves three main sections: identifying, evaluating, and improving players
  • Only four players from the historic 2023 Treble-winning squad remain at the club
  • Club leadership emphasizes that data complements rather than replaces traditional scouting expertise

Manchester City has been refining their behind-the-scenes operations by heavily integrating advanced data metrics into player recruitment and sales, aiming to minimize market transaction risks. Their overarching objective is to enhance the statistical probability of capturing the Premier League title, following accurate data projections last season that correctly identified Arsenal as the favorites to claim the championship.

soccer stadium tactical match analysis board pitch

Stock photo for illustration only, not from the actual event

The starting point for every prospective signing originates from an extensive database tracking 650,000 footballers globally. Once the club establishes a brief—such as specific positional requirements where full-backs are categorized into defensive, inverted, or high-and-wide roles—filters grading overall player ability are applied to narrow down the pool from 650,000 names to a targeted list of 20 to 50 players.

A notable example is Juventus full-back Andrea Cambiaso, who caught the club's attention after data highlighted his capability to invert into midfield during build-up play, alongside high marks for two-footed comfort. Although data and scouting reports led the club to pause their pursuit during a previous transfer window, City's continuous monitoring approach means he remains on their radar.

650,000Players in global database
20-50Shortlisted names after filters
42023 Treble squad players remaining

The longlist of 20 to 50 players undergoes cross-referencing with existing scouting lists, yielding significant overlap. Subsequently, refined metrics rank the candidates before scouts conduct deeper diligence regarding injury records, athletic performance, and behavioral habits, eventually reducing the pool to roughly six primary targets.

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"Data plays a role in our decision-making, but it is just one part of the overall picture. We know data cannot tell us everything about a player. It cannot fully show a person's character, mentality or behaviour. That is why we study data insights but focus on the expertise of our scouts and other specialists."

Hugo Viana

All gathered information culminates in comprehensive acquisition packs featuring specific metrics and radar charts. For instance, when signing Jeremy Doku in 2023, former manager Pep Guardiola sought a direct winger to contrast with existing ball-retention specialists. Specific brief criteria included box-entry runs, possession regains, take-on percentages, and opposition-half pressure, metrics that Doku has notably improved since arriving.

The heavy reliance on data science by elite clubs like Manchester City illustrates a major paradigm shift in modern football, where quantitative analysis significantly mitigates multi-million-pound investment risks. Nevertheless, combining quantitative metrics with human scouting expertise remains indispensable, as psychological traits, leadership, and human character cannot be entirely reduced to numerical values.

Since capturing the historic Treble in 2023, Manchester City's squad has undergone a profound structural overhaul driven by this data-informed methodology, leaving only four players remaining from that campaign while continuously utilizing performance metrics to elevate current squad members.

Source: BBC Sport

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