what-if-oracle

Map multi-branch possibility spaces for structured What-If scenario analysis.

Updated Mar 15, 2026
One-click install
npx skills add https://github.com/sagunkayastha/claude_skills_collection --skill what-if-oracle-sagunkayastha
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: what-if-oracle
Source: https://github.com/sagunkayastha/claude_skills_collection/tree/main/research-methodology/what-if-oracle
Command: npx skills add https://github.com/sagunkayastha/claude_skills_collection --skill what-if-oracle-sagunkayastha

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill tackles the challenge of making decisions under uncertainty by providing a structured framework to explore potential future scenarios and their consequences.

Core Features & Use Cases

  • Multi-Branch Scenario Mapping: Generates multiple distinct future timelines (Best Case, Likely Case, Worst Case, Wild Card, Contrarian, Second Order).
  • Structured Analysis: For each branch, it details probability, timeframe, key assumptions, trigger conditions, consequences, and required responses.
  • Use Case: A startup founder can use this to analyze the potential outcomes of launching a new product, considering best-case market adoption, worst-case competitor response, and unexpected technological shifts.

Quick Start

Use the what-if-oracle skill to explore scenarios for launching a new product in the next quarter.

Frequently Asked Questions about what-if-oracle

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

FAQPage Schema
What is structured what-if scenario analysis for decision making?

What-if scenario analysis maps multi-branch possibility spaces to evaluate uncertain futures. It decomposes strategic questions into distinct timelines like best case, worst case, and wild card, detailing probability, assumptions, and consequences for each branch.

How do I perform contingency planning for business risk assessment?

Contingency planning for risk assessment requires decomposing your strategic question into multiple future branches. You analyze the probability, timeframe, trigger conditions, and required responses for distinct scenarios like likely case, contrarian, and second order outcomes to prepare for uncertainty.

Can I use scenario analysis for personal future planning or is it only for business?

Scenario analysis applies to business, technology, and personal domains. The structured what-if framework evaluates uncertain futures across any domain by mapping best case, worst case, and wild card timelines with their respective probabilities and trigger conditions.

What is the best way to map multi-branch possibility spaces for strategic decisions?

The best way to map possibility spaces is applying the 0·IF·1 principle to decompose questions into multiple branches. For each branch, systematically analyze probability, timeframe, key assumptions, trigger conditions, consequences, and required responses to synthesize actionable outcomes.

What scenarios should I consider when evaluating a new product launch?

When evaluating a product launch, consider best case market adoption, worst case competitor response, and unexpected technological shifts. Map these across distinct branches including likely case, wild card, contrarian, and second order scenarios to capture the full possibility space.

What are the limitations of what-if analysis for future planning?

What-if analysis limitations stem from inherent uncertainty in future planning. While it structures scenario mapping across multiple branches with probability and trigger conditions, it cannot predict outcomes with certainty, requiring systematic synthesis of assumptions to guide rather than dictate decisions.