Best Forecasting Models in 2026: Prophet vs ARIMA vs LightGBM vs Foundation Models
No forecasting model wins outright - they differ in what they assume, how much data they need and whether anyone can explain the output. Four families compared, with the validation mistake that invalidates most forecasting work.