vault / models / forecasting.md

Forecasting

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Pick the simplest model that captures your seasonality: exponential smoothing as the baseline to beat, ARIMA/SARIMA for short well-behaved series, Prophet when you have multiple seasonalities, holidays and gaps and want sane defaults. Gotchas: evaluate on rolling-origin splits, never a random split; a forecast is a distribution, so report intervals; and check residuals per season, not just overall.

Reference: Prophet.