Forecasting decisions

• Which forecast horizon is needed: hourly, daily, seasonal, or investment planning?
• Which drivers matter most: demand history, weather, holidays, PV/wind patterns, or operating constraints?
• What error level is acceptable before using the forecast for dispatch, sizing, or investment analysis?

Forecasting outputs

• Cleaned forecasting dataset and feature structure
• Model comparison with accuracy metrics and residual checks
• Forecast scenarios for demand, PV output, wind generation, or operating conditions
• Uncertainty notes for planning, dispatch, and sensitivity analysis

Data inputs

• Historical demand or generation time series
• Weather, calendar, tariff, outage, and event data
• Project planning horizon and operating use case
• Existing model outputs or measured plant/grid data

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