theory-of-change

Develop a Theory of Change with equity-aware monitoring indicators.

7|2|Updated Apr 11, 2026
One-click install
npx skills add https://github.com/franciscomelloc/ai-for-social-impact --skill theory-of-change
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: theory-of-change
Source: https://github.com/franciscomelloc/ai-for-social-impact/tree/main/skills/theory-of-change
Command: npx skills add https://github.com/franciscomelloc/ai-for-social-impact --skill theory-of-change

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps teams build a Theory of Change (ToC) and derive monitoring indicators with explicit equity considerations, ensuring planning and evaluation with verifiable logic and stakeholder validation.

Core Features & Use Cases

  • Systematic ToC construction linking inputs, activities, outputs, outcomes, and impacts with disaggregated indicators by vulnerable groups.
  • Co-design of pathways with checkpoints for human validation and equity audits.
  • Derived indicators at multiple logical levels for policy planning, program design, and evaluation across sectors.

Quick Start

Provide a starter ToC for a municipal education program and outline the first two steps (scoping and input structuring).

Frequently Asked Questions about theory-of-change

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

FAQPage Schema
How do I develop a Theory of Change with equity-aware monitoring indicators for a social impact program?

To develop a Theory of Change with equity-aware monitoring, you link inputs to impacts through explicit causal logic while enforcing stakeholder validation. This ensures program planning and evaluation include verifiable pathways and disaggregated indicators for vulnerable groups.

What is the best way to build a Theory of Change for policy design and implementation?

The best way to build a Theory of Change for policy design is through a multi-step workflow that structures inputs, activities, and outputs into named hypotheses. This approach enforces explicit causal logic and mandatory stakeholder validation to ensure measurable impact.

How do I create monitoring indicators that track equity and social impact across vulnerable groups?

You create monitoring indicators tracking equity and social impact by deriving them at multiple logical levels within a Theory of Change. This process ensures indicators are disaggregated by vulnerable groups for accurate policy planning and program evaluation.

Can I use a Theory of Change framework for municipal education program planning and evaluation?

Yes, you can use a Theory of Change framework for municipal education program planning. It helps structure scoping and input mapping while generating equity-aware monitoring indicators tailored for government, NGO, and consulting evaluation contexts.

Why does my social impact program evaluation need explicit causal logic and stakeholder validation?

Your social impact program evaluation needs explicit causal logic and stakeholder validation to verify outcomes against named hypotheses. Enforcing these checks prevents unsupported assumptions and ensures evaluation accurately measures impact across vulnerable groups.

Does Theory of Change planning work for NGO and government consulting contexts?

Theory of Change planning works effectively for NGO and government consulting contexts. It supports multi-step workflows to co-design pathways, conduct equity audits, and structure monitoring indicators specifically for cross-sector social impact programs.