Probabilistic Forecasting, Ensembles & Scenario Tools

Methods and tools to build uncertainty-aware forecasts, ensembles, and actionable scenarios for planning and risk-aware decisions.

Workbook

Forecasting & Planning Workbook

Interactive workbook with step-by-step problem framing, a data-preparation checklist, baseline forecast choices, seasonal decomposition cues, configurable backtesting plan, selectable error metrics (including CRPS for probabilistic forecasts), and a scenario-planning worksheet that links forecasts to concrete operational decisions (inventory, staffing, budgets). Responses are saved so teams can iterate, compare runs, and track follow-through.

Workbook
Explore
Members:
Guide

Probabilistic Forecasting Examples, Ensembles & Scenario Toolkit

Practical worked examples and templates for building, evaluating, and using uncertainty‑aware forecasts: quantile forecasts, simple ensembles, and a lightweight Bayesian approach. Includes evaluation guidance (CRPS, calibration), common pitfalls, and scenario templates that connect probabilistic outputs to staffing, capacity, inventory, and financial planning.

Guide
Read
Members:
Tool

Probabilistic Forecast Template & Scenario Generator

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.

Tool
Explore
Members:
Tool

Probabilistic Forecasting & Scenario Builder

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.

Tool
Explore
Members:
Template

Probabilistic Forecast Visualization Templates

Practical chart templates, design rules, and implementation checklists to visualize probabilistic forecasts, communicate uncertainty to planners, and turn probability distributions into operational decision thresholds.

Template
Explore
Members: