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Data Moves Me
Amplification
About
Blog
Amplification
About
Blog
What Happens When You Swap Out XGBoost? A 6‑Model Momentum Showdown
Kristen Kehrer 5/19/26 Kristen Kehrer 5/19/26

What Happens When You Swap Out XGBoost? A 6‑Model Momentum Showdown

Comparing XGBoost, LightGBM, CatBoost, Random Forest, LASSO, and a Neural Net in the same momentum trading system using identical features and backtests. All three GBMs beat the S&P on default settings.

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