what-if-oracle

Map 4–6 plausible future branches with probabilities and narratives.

1|Updated Mar 19, 2026
One-click install
npx skills add https://github.com/JosephWoodall/noosphere --skill what-if-oracle-josephwoodall
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: what-if-oracle
Source: https://github.com/JosephWoodall/noosphere/tree/main/.agent/skills/what-if-oracle
Command: npx skills add https://github.com/JosephWoodall/noosphere --skill what-if-oracle-josephwoodall

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill enables structured What-If scenario analysis by mapping a possibility space with multiple branches to explore outcomes beyond single predictions.

Core Features & Use Cases

  • Phase-framing the question to sharpen variables and constraints.
  • Map the possibility space with 4-6 scenario branches (Ω Best Case, α Likely Case, Δ Worst Case, Ψ Wild Card, Φ Contrarian, ∞ Second Order) including probabilities, narratives, and triggers.
  • Synthesize branch results into a concise distribution and robust action guidance for decision-makers.
  • Use cases include strategic planning, risk analysis, product strategy, and contingency planning for uncertain futures.

Quick Start

Ask a sharp What-If question and I will generate 4–6 scenario branches and a synthesis with probability distribution.

Frequently Asked Questions about what-if-oracle

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I map multiple scenario branches for strategic planning and risk analysis?

Scenario analysis maps 4–6 plausible futures—Best Case, Likely Case, Worst Case, Wild Card, Contrarian, and Second Order—by assigning probabilities and articulating narratives. This structures your strategic planning by exploring outcomes beyond single predictions.

What is multi-branch what-if scenario analysis and when do I need it for contingency planning?

What-if scenario analysis is a phase-based workflow that frames uncertain variables and maps a possibility space. You need it for contingency planning when decisions require considering several outcomes, triggers, and probability distributions simultaneously.

How do I generate a probability distribution for uncertain product roadmap decisions?

To generate a probability distribution, frame the question to sharpen constraints, then map 4–6 branching scenarios. Each branch receives an assigned probability and narrative, which are synthesized into a concise distribution with robust action guidance.

Can I use this branching scenario approach for complex decisions without external dependencies?

Yes, this scenario analysis workflow operates independently without external dependencies. It uses a references-based knowledge base and frontmatter-defined metadata to guide the phase-based workflow for mapping uncertainty and risk management.

What is the best way to synthesize multiple plausible futures into actionable decision support?

The best way to synthesize plausible futures is mapping 4–6 scenario branches with probabilities and triggers, then condensing them into a concise distribution. This delivers robust action guidance for decision-makers facing uncertain outcomes.

What are the limitations of using a fixed 4–6 branch model for scenario analysis?

The limitation is that the phase-based workflow strictly maps 4–6 branches, which may not capture every edge case in highly complex uncertainty modeling. If your scenario requires more branches, this fixed structure might constrain the possibility space.