Theory of Change
A method for making explicit the desired change and the pathways and assumptions leading to it. It sets out, as testable hypotheses, why implementing activities is expected to produce outcomes. [1]
- Difficulty
- Intermediate
- Cost
- Low
- Duration
- Illustrative estimate (adjust for scale and staffing): 1–3 days (including multiple workshops and documentation)
How it works at a glance
A theory of change connects participants’ circumstances, intended outcomes and the reasons an intervention is expected to produce change. Diagrams and narratives communicate change pathways, allowing stakeholders’ views to be compared with available evidence. [1]
Working backward from the ultimate change clarifies necessary conditions, distinguishing the intervention’s role from its dependence on external factors. A completed diagram is not evidence that outcomes occurred; it is a hypothesis to examine and revise during implementation. [1]
When to use it and when it is unsuitable
When to use it
- Designing or evaluating complex social change programs involving multiple agencies and communities
- Explaining to stakeholders or funders why an approach is expected to be effective
- Visualizing intermediate steps toward long-term change goals
- Exploring deeper hypotheses about change when a logic model stops at activities and outputs
When it is unsuitable
- If only activity schedules are being organized without considering why change occurs, prepare an implementation plan first.
- Treating a pathway as unchangeable once agreed. Complex programs require updates as circumstances change.
Participants, roles, and deliverables
Participants and roles
Program designers, evaluation officers, key stakeholders and beneficiary representatives. An illustrative plan includes 1–2 facilitators plus 6–15 participants. Large programs use multiple workshops.
Main deliverables
- Outcome pathway diagram
- ToC narrative with a list of assumptions and supporting reasons
- List of intermediate outcome indicators
Implementation steps
- Agree on the ultimate goalConfirm with stakeholders the intended change in participants’ circumstances and the period covered. Choose the number of years to reflect how quickly the program can produce change.
- Backward mappingWork backward from the ultimate goal, repeatedly asking what must change first for that goal to be achieved, and connect the intermediate outcomes.
- Make assumptions explicitList the assumptions required at each step. Make implicit assumptions explicit, such as “Trust already exists in this community.”
- Locate the interventionIdentify where the intervention being designed (program or policy) acts along the outcome pathway, and document this as its rationale.
- Assign indicatorsSet indicators defining what would count as achievement for each intermediate outcome. Express them in measurable terms for subsequent use in an evaluation design matrix.
- Prepare the ToC narrativeAttach a narrative explaining why change is expected along this pathway, in addition to the diagram. The complete product consists of both.
- Periodic reviewUse learning and evidence from implementation to revise assumptions and update pathways. A ToC is a living hypothesis rather than a fixed plan.
Strengths and limitations
Strengths
- Improves evaluation questions by making causal hypotheses about why change occurs explicit
- Makes program assumptions and limitations visible early and can reduce the risk of failure
- Supports shared understanding in partnerships across agencies and sectors
- Directly supports setting milestones for midterm evaluation by describing long-term change pathways
Limitations
- Unless the detail of the diagram and its supporting rationale fits the purpose, preparation becomes burdensome. Small programs can begin with their main pathways and assumptions.
- Too many assumptions can produce a complex diagram that is impractical to use
- Risks oversimplifying complex social change and allowing the model to steer reality
Common pitfalls
- Focusing on how its name differs from a logic model without explaining reasons for change or assumptions. Prioritize users’ ability to examine hypotheses and evidence over the diagram’s name.
- Creating a document that is shelved after completion and unused in evaluation or decision-making
- Having specialist consultants prepare it alone, excluding frontline and beneficiary perspectives
- Proceeding without treating assumptions as risks or testing them
Conditions of use and evidence
- Assumptions are not merely listed; they are examined against current conditions, relevant experience and evidence. [1]
Considering pathways for people who cannot access counseling
A fictional community counseling program provides accompaniment for residents who hesitate to seek advice despite knowing about support schemes.
Scroll horizontally to view the table
| Change pathway | Conditions needed | What to examine |
|---|---|---|
| Learn about accompaniment → apply for counseling | Feel that neighbors will not learn what was discussed | Why non-users do not apply |
| Receive counseling → proceed with applications to relevant schemes | An available scheme exists and the person can manage the application process | Cases of ineligibility and reasons for discontinuing applications |
Common errors in judgment
Treating a single arrow from long-term outcomes to current activities as sufficient
How to revise
Insert intermediate stages of requesting counseling, receiving counseling and applying for support, and record barriers at each stage
ReasonThis specifies where activities act and the conditions under which they do not work.
Treating an explanation stakeholders find convincing as a theory with a proven causal effect
How to revise
Record agreed hypotheses separately from evidence actually verified
ReasonEven a convincing explanation can leave alternative causes and counterexamples unresolved.
References and checked sections
- Logic Model Development GuideW.K. Kellogg Foundation · 2004
- Section consulted
- Chapter 3: Developing a Theory-of-Change Logic Model for Your Program, pp. 27–34
- How it relates to the text
- Developing a theory of change linking problems, contributing factors and assumptions to intervention strategies
Editorial and checking information
How to cite this page
Change history
- — Aligned definitions and treatment of assumptions with the sources and added fictional counseling pathways and completed examples for every section.


