Football Player Ranking System

Comparing hundreds of players fairly across dozens of attributes is something spreadsheets do badly. A simple total rewards well-rounded players and buries the specialists - the player who is genuinely exceptional at one or two things that matter. Scoutium needed a ranking that recognised standout ability rather than averaging it away.

The challenge was to score and order 750+ players in a way that was both fair across the whole pool and sensitive to real, above-the-norm strengths.

I built a scoring and ranking system that scores 750+ players on their attribute points and orders them accordingly. Rather than a flat sum, the model uses a mean-plus-standard-deviation threshold: when an attribute sits above that statistical bar, it earns bonus points.

That threshold is what makes the ranking meaningful - genuinely standout attributes are rewarded instead of being lost in the average, so specialists and exceptional talents surface to the top rather than being flattened by more uniformly average profiles.