A predictive framework designed to surface undervalued players and structure smarter transfer decisions.
Football recruitment is expensive, inefficient, and uncertain — clubs consistently overpay while hidden gems go unnoticed across leagues.
Designed to target meaningful reductions in scouting inefficiencies
Structured to improve capital allocation efficiency in transfer decisions
Framework designed to surface undervalued players across leagues
A five-stage intelligence framework transforming raw data into structured transfer intelligence.
Designed framework for aggregating match performance metrics, injury history, tactical context, physical data, and league strength coefficients from structured public and federated sources.
Developed modeling logic to standardize player performance across leagues — adjusting for league quality, team strength, tactical role, and playing time via per-90 metrics.
Constructed advanced indicators including efficiency metrics, defensive contribution index, adaptability score, injury risk probability, and pressure-performance consistency index.
Constructed probabilistic simulation approach to project performance in target league and team environments — estimating expected output ranges and performance variance.
Structured decision output system delivering projected performance ranges, risk assessments, adaptability scores, and confidence levels — designed to enhance scout judgment, not replace it.
A modular architecture designed to support smarter, more structured recruitment analysis.
Framework designed to identify mispriced talent across leagues before broader market recognition.
Modeling logic to estimate how a player's output translates across leagues with varying quality levels.
Probability-based assessment of injury risk and availability patterns to factor durability into evaluations.
Structured approach to measuring performance consistency and role flexibility across tactical systems.
All outputs expressed as confidence ranges — built around honest uncertainty quantification, not fixed predictions.