Methods and tools to build uncertainty-aware forecasts, ensembles, and actionable scenarios for planning and risk-aware decisions.
A practical spreadsheet-based tool and step-by-step guidance to produce calibrated probabilistic forecasts, build ensembles, create fan charts, and generate actionable scenario narratives (best/likely/worst). Includes backtesting advice, communication tips, and a checklist for turning scenarios into operational plans.
A practical workbook and step-by-step toolkit to create uncertainty-aware forecasts, build calibrated ensembles, generate actionable scenario sets with probability weights, and translate uncertainty into planning buffers and operational actions.
Practical chart templates, design rules, and implementation checklists to visualize probabilistic forecasts, communicate uncertainty to planners, and turn probability distributions into operational decision thresholds.