Each area of our research was chosen for a specific reason. Here's why each topic matters and how it connects to producing reliable predictions.
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Why we research what we research
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A. Player quality estimation
Players are the atomic unit. Most public team-strength models still use team-level form as the primary input; lineup-level signal is under-modelled in published work. If we can convert lineup changes (injuries, rotations, transfers) into a quantified strength delta faster and more accurately than team-form baselines, that's where the new model contributes information beyond what published baselines already capture.
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