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Football Player Position Recommender System
A recommender that analyses 750+ players' attributes by position and surfaces players who would excel in an alternative role.
750+ · Player profiles analysed
The challenge
Players are usually scouted for the position they already play, which means hidden value goes unnoticed: a centre-back whose attribute profile would actually make him a strong defensive midfielder rarely gets seen in that light. Spotting those alternative-role fits by hand, across a large squad and every position, is impractical.
Scoutium wanted to surface those opportunities systematically - to know not just how good a player is, but where else he might excel.
The approach
I built a recommender system that analyses 750+ players' attributes broken down by position and recommends players for alternative roles. The engine compares a player's attribute profile against the profiles that define success in other positions and flags strong cross-position matches.
In practice, that means surfacing insights like a centre-back whose profile suggests he would perform well as a defensive midfielder - giving scouts a data-driven way to discover positional value they might otherwise miss.
The outcome
Results that moved the needle.
- 750+
-
Player profiles analysed
Attributes broken down by position for cross-role matching
- Alt-position
-
Recommendations
Surfaces players who would excel in a different role
- Hidden value
-
Made visible
e.g. a centre-back profiled as a strong defensive midfielder
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