Prompt

Build accurate time series forecasts for business planning:

**Forecasting Methods:**
1. Trend analysis
2. Seasonality detection
3. ARIMA modeling
4. Exponential smoothing
5. Machine learning approaches

**Model Selection:**
- Data characteristics assessment
- Accuracy metrics comparison
- Cross-validation strategies
- Ensemble techniques
- Uncertainty quantification

**Business Integration:**
- Scenario planning
- Risk assessment
- Resource allocation
- Performance monitoring
- Forecast updating

Time series data: {INSERT DATA TYPE}
Forecast horizon: {INSERT HORIZON}