Why Marcel Beat LightGBM: Building an NPB Player Performance Prediction System

📰 Dev.to · YMori

I built a Japanese professional baseball (NPB) player performance prediction system using Marcel projection, LightGBM/XGBoost, custom wOBA/wRC+ calculation, and FastAPI. Marcel held its own against ML — ERA prediction showed Marcel's advantage.

Published 25 Feb 2026
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