variable-dependency

Generate innovation ideas by mapping internal and external variables into a dependency matrix.

3|Updated Nov 27, 2025
One-click install
npx skills add https://github.com/thinkbigleaders/claude-innovation-skills --skill variable-dependency
Or copy as Structured Prompt for Agent
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Skill: variable-dependency
Source: https://github.com/thinkbigleaders/claude-innovation-skills/tree/main/variable-dependency
Command: npx skills add https://github.com/thinkbigleaders/claude-innovation-skills --skill variable-dependency

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) and assets (resource) components.

What problem does it solve?

Many products and services treat attributes as independent, resulting in one-size-fits-all experiences and missed opportunities for adaptive, context-aware value. Variable Dependency uncovers non-obvious innovations by creating new relationships between internal attributes and external conditions so products behave intelligently and deliver surprising value.

Core Features & Use Cases

  • Structured ideation workflow: Map 10–15 internal variables and 8–12 external variables, build a dependency matrix, and scan for high-leverage pairs.
  • Virtual product generation: Turn promising pairs into 8–12 "virtual products" describing behavior, beneficiaries, value, and feasibility.
  • Use case example: For a mobile micro-lending app, create dependencies such as dynamic loan caps by time-of-day or interest-rate rewards tied to repayment streaks to increase uptake and reduce defaults.

Quick Start

Generate 10 variable dependency ideas for a mobile lending app by mapping internal and external variables and describing the value and feasibility for each.

Frequently Asked Questions about variable-dependency

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

FAQPage Schema
How do I generate adaptive product innovation ideas using variable dependency mapping?

Variable dependency mapping generates novel product innovation ideas by linking internal product attributes with external environmental or user variables. You map 10–15 internal variables and 8–12 external variables to build a dependency matrix and scan for high-leverage pairs to create 8–12 virtual product concepts.

What is the Closed World framework in product design ideation?

The Closed World framework in product design ideation involves mapping internal product components and external context variables into a dependency matrix. Teams scan this matrix to identify non-obvious, high-leverage pairs that create adaptive, context-aware product behaviors and value.

Can I use dependency mapping for digital and physical service ideation?

Yes, you can use dependency mapping for digital and physical service ideation across various domains. The workflow applies to any product or service session where teams map internal attributes and external conditions to generate virtual product concepts with defined value and feasibility.

How many internal and external variables do I need for a dependency matrix?

You need 10–15 internal product variables and 8–12 external environmental or user variables to build a dependency matrix. Scanning these mapped pairs allows you to identify candidate dependencies and output 8–12 virtual product concepts describing behavior, beneficiaries, and feasibility.

What's the best way to structure a variable dependency ideation session?

The best way to structure a variable dependency ideation session is to map internal and external variables, build a dependency matrix, scan for high-leverage pairs, and generate 8–12 virtual products. Each concept should describe its adaptive behavior, target user, value, and feasibility.