the long-term direction. Is demand growing, shrinking, or stable over months and years? 2. **Seasonality** — repeating patterns at fixed intervals. Daily patterns (weekday vs. weekend), monthly patterns (beginning of month vs. end of month), annual patterns (summer vs. winter). 3. **Residual** — wha