Theory of Change
A structured method to describe how interventions lead to intended outcomes. Focuses on causal pathways, assumptions and measurable indicators to improve planning and evaluation.
Classification
- ComplexityMedium
- Impact areaOrganizational
- Decision typeOrganizational
- Organizational maturityIntermediate
Technical context
Principles & goals
Use cases & scenarios
Compromises
- Confirmation bias in assumptions
- Insufficient data to validate pathways
- Stakeholder conflicts over priorities
- Define concrete, measurable intermediate goals
- Adopt an iterative, evidence-based approach
- Ensure documentation of assumptions and data sources
I/O & resources
- Project goals, context analysis, existing evidence
- Stakeholder interviews and workshops
- Baseline data and suggested indicators
- TOC map with causal pathways
- List of explicit assumptions
- Monitoring plan and set of indicators
Description
Theory of Change is a structured method to articulate how and why desired social or organizational outcomes are expected to occur. It links activities to short‑ and long‑term outcomes and makes assumptions explicit. Used for planning, monitoring and evaluation, it clarifies causal pathways and supports strategic decision making.
✔Benefits
- Improved traceability of impact logic
- Better basis for monitoring and evaluation
- Clearer communication basis for stakeholders
✖Limitations
- Can be time-consuming and resource intensive
- Excessive complexity reduces usefulness
- Uncertain assumptions can be misleading
Trade-offs
Metrics
- Number of assumptions validated
Number of assumptions confirmed by data or evaluation.
- Achievement rate of short-term outcomes
Percentage of defined short-term outcomes achieved.
- Stakeholder alignment
Degree of agreement among relevant stakeholders with the TOC.
Examples & implementations
NGO education initiative
TOC used causal analysis to link learning objectives, teacher training and community activities.
Product launch of a software tool
Product team modelled user journeys to business metrics and planned experiments for validation.
Government grant program
Funding agency created a TOC to standardize indicators and harmonize impact reporting.
Implementation steps
Identify stakeholders and run a kick-off.
Jointly define goals and desired outcomes.
Iteratively develop causal paths, assumptions and indicators.
Create monitoring plan and assign responsibilities.
Plan regular review and adjustment of the TOC.
⚠️ Technical debt & bottlenecks
Technical debt
- Incomplete documentation of assumptions
- No versioning of TOC iterations
- Inconsistent indicator definitions across projects
Known bottlenecks
Misuse examples
- Listing activities only without describing causal mechanisms
- Not testing assumptions and treating them as facts
- Never updating the TOC despite contrary evidence
Typical traps
- Confusing goals and means within the causal path
- Defining unrealistic indicators without data access
- Not addressing stakeholder scepticism
Required skills
Architectural drivers
Constraints
- • Time and resource constraints
- • Privacy and access restrictions
- • Organizational acceptance limits