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Theory of Change Examples: 4 Worked Models by Sector

Four worked theory of change examples by sector, why most examples fall apart, and how a worked example maps to a logic model and a template you can adapt.

Updated
July 21, 2026
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Use Case

What is a theory of change example?

A theory of change example is a filled-in version of the six-component pathway — problem, inputs, activities, outputs, outcomes, impact — for a specific program, with the assumption under every arrow and an indicator on every outcome. A real example shows the reasoning and the measurement, not just the boxes. Most published 'examples' show only the boxes, which is why they are hard to learn from. The assumptions and indicators are the example.

This guide gives four worked theory of change examples across sectors, shows why most examples fall apart, and shows how a worked example maps to a logic model and a template you can adapt. The definition and the full six-component walkthrough live on the theory of change page; this page is for seeing it done.

Key takeaways

  • A theory of change example fills the six-component pathway for a real program — with the assumption under every arrow and an indicator on every outcome, not just labeled boxes.
  • Sopact calls the standard a real example meets The Testable Example: every arrow has a named assumption and every outcome an indicator, so the example can be tested rather than admired.
  • Most examples fall apart because they show boxes, not reasoning. A diagram with no assumptions is a picture; you cannot learn the logic from it or adapt it safely.
  • An example is a starting point, not a template to copy. Borrowing one inherits its assumptions; the work is adapting them to your program and testing them on your cohort.
  • A worked example maps cleanly to a logic model and a template. The same content, three presentations — build it once and switch the format.

Why most theory of change examples fall apart.

Most theory of change examples fail as teaching tools because they show the six boxes and stop — no assumption under any arrow, no indicator on any outcome. A diagram of filled boxes looks like a theory of change but is actually a logic model at best, and you cannot see why the author thought the activities would produce the outcomes.

Sopact calls the standard a real example has to meet The Testable Example: every arrow carries a named assumption and every outcome carries an indicator, so the logic is visible and the example can be checked against data. The difference is a data-model one — a diagram of boxes versus boxes wired to assumptions and indicators. The blank version to fill in is the theory of change template, and the layout patterns are on theory of change diagram. The stage below shows one borrowed example adapted both ways.

Stage 1
Turning an example into your theory
where a borrowed example breaks
TodayA sector example is copied · The boxes are relabeled · The assumptions are left as the original's
⚠ A copied example inherits someone else's assumptions — so the first cohort contradicts an assumption the borrowed diagram never surfaced, and nobody notices until the year-end report.
The Loop on this stage with Sopact
1
Collect — clean at the source
OutcomesAssumptionsIndicatorsBaseline
→ every source lands on one persistent ID
2
On arrival — read automatically
Intelligent Cell
Each open-ended response is themed against your codebook on arrival, so an assumption an example borrowed is tested days after a cohort starts.
Intelligent Row
Every response resolves to one participant, so the example becomes your theory — revised on the evidence your cohort produces, not the source's.
3
Ask & act — the Assistant
“Which assumption in this example is our cohort already contradicting?”
→ An example adapted into a tested theory, not a borrowed diagram filed unchanged.

Four worked theory of change examples, by sector.

Across workforce training, education, health, and environmental programs, the six-component structure is the same; what changes is the outcome each claims and the assumption most likely to break it. Reading the third column is the point — the assumption a program must test is where a theory of change earns its keep.

Each example below is a compressed version; a full worked example names an indicator and an instrument for every outcome. The frame that structures the outcomes is on five dimensions of impact, and building your own from a program page is on how to build a theory of change.

Four worked theory of change examples, by sector
SectorThe outcome it claimsThe assumption it must test
Workforce trainingParticipants reach living-wage jobsEmployers recognize the credential
Education / youthStudents read at grade levelAttendance holds and instruction is at quality
Health programPatients stay in treatmentBarriers like transport and cost are removed
Environmental / communityA practice is adopted at scaleIncentives outlast the program's funding

How an example maps to a logic model and a template.

A theory of change example, a logic model, and a template are three presentations of the same content: the example shows the reasoning, the logic model shows the same pathway as a left-to-right matrix, and the template is the blank canvas you fill to make your own. Build the logic once and switch the format rather than maintaining three documents.

The move that makes this work is treating the assumptions as the content you carry between formats — a logic model strips them for brevity, but they are what the example exists to teach. The structural comparison is on theory of change vs logic model, the matrix version on logic model, and the M&E sequencing on theory of change in monitoring and evaluation.

A copied example ages the day it is filed. The Loop keeps it a hypothesis.

A theory of change example copied and filed inherits assumptions nobody tested; reading your own cohort's evidence as it arrives turns the borrowed example into a hypothesis you revise. That is the premise of the Loop, Sopact's method for continuous impact intelligence: collect clean at the source, analyze the moment data arrives, improve while you can still act.

The Loop is also what makes an adapted example defensible. Every outcome traces to the participant who reported it and every assumption to the evidence for or against it, so the example resolves to your data rather than the source's. That standard has its own chapter in reliability and reproducibility. The practice these examples serve is on impact measurement.

One method, three moves that never stop

1 · CollectClean at the source; every outcome on one participant record.
2 · AnalyzeOn arrival; the example's assumptions tested against your cohort.
3 · ImproveIn time to act; the borrowed example becomes your tested theory.

Then the cycle runs again, a little sharper each cohort. Read the method: the Loop methodology →

Adapt an example into your theory

The fastest way to use an example is to adapt one to your program and test its assumptions on your cohort. Each prompt below pastes into Sopact Sense's Assistant, or reasons through with your team; the arrow above each links the Academy walkthrough that shows the expected output and the tips.

Academy walkthrough → Adapt a sector example to your program

Adapt the closest sector theory of change example to this program: [PASTE PROGRAM + SECTOR]. Fill the six components, and for every arrow state the assumption and for every outcome name the indicator and instrument. Flag the two or three assumptions most likely to break for this specific program. Return a one-page worked example I can revise.

Academy walkthrough → Audit an example for missing logic

Audit this theory of change example for what it hides: [PASTE OR LINK]. List every arrow with no stated assumption and every outcome with no indicator. Flag anything that is really an output dressed as an outcome. Return the corrected example with an assumption on each arrow and an indicator on each outcome.

Academy walkthrough → Name an indicator for every outcome

For each outcome in this theory of change example, name the indicator and the instrument that would test it: [PASTE OUTCOMES]. Write each indicator as who is measured / what changes / by when, and flag any outcome that cannot be measured with the data a program like this collects. Return a table: Outcome / Indicator / Instrument / Measurable?

Academy walkthrough → Convert the example to a logframe

From this theory of change example: [PASTE OR LINK], produce a logframe — goal, purpose, outputs, activities — each row with its indicator, means of verification, and assumption. Keep the assumptions the example carried rather than dropping them. Return the logframe.

Learn the how-to in the Academy

Each walkthrough is a hands-on companion written to run on your own data: what to do, the prompt to run, the output to expect, and the tips that keep it reliable.

Watch: reading a worked theory of change example for the assumptions and indicators, not just the boxes — which is what makes it testable.

Frequently asked questions

What is a theory of change example?

A theory of change example is a filled-in version of the six-component pathway for a specific program, with the assumption under every arrow and an indicator on every outcome. A real example shows the reasoning and the measurement, not just the boxes. Sopact calls the standard the Testable Example — most published examples show only the boxes, which is why they are hard to learn from or adapt safely.

Can you give a simple theory of change example?

A workforce training example: the problem is under-employment; inputs are funding, instructors, and an employer partner; activities are twelve weeks of instruction plus an internship; outputs are completed modules and earned credentials; outcomes are participants placed in living-wage roles and retained at twelve months; impact is reduced reliance on public assistance. The key assumption is that employers recognize the credential — without it, the whole chain breaks. Sopact's point is that the assumption is the part that makes it an example worth studying.

What are some theory of change examples by sector?

Workforce training aims at living-wage employment, assuming employers value the credential; education aims at grade-level reading, assuming attendance holds and instruction is at quality; health aims at treatment retention, assuming barriers like transport and cost are removed; environmental work aims at a practice adopted at scale, assuming incentives outlast the funding. The structure is identical across sectors; the outcome and the fragile assumption change. Sopact's four worked examples above compress each to its claim and its key assumption.

Why do most theory of change examples fall apart?

Because they show the six boxes and stop — no assumption under any arrow, no indicator on any outcome — so they are logic models wearing the name and you cannot see why the author thought the activities would produce the outcomes. A diagram you cannot test is a picture. Sopact holds every example to the Testable Example standard: an assumption on each arrow and an indicator on each outcome, so the logic is visible and checkable.

How is a theory of change example different from a template?

An example is a filled-in theory of change for a specific program; a template is the blank canvas you fill to make your own. The example teaches by showing the reasoning; the template gets you to a draft. The cleanest workflow reads an example for the assumptions, then uses a template to build your version. Sopact's blank version is on the theory of change template page.

Can I copy a theory of change example for my program?

You can start from one, but copying it wholesale inherits its assumptions, which may not hold for your program — and the first cohort will contradict an assumption the borrowed diagram never surfaced. Adapt the example: keep the structure, rewrite the outcomes for your context, and name the assumptions your specific program depends on. Sopact treats a borrowed example as a hypothesis to test on your own cohort, not a diagram to file.

How does a theory of change example become a logic model?

The same pathway, presented differently: the example shows the reasoning with assumptions; the logic model lays the same inputs-to-impact chain in a left-to-right matrix, usually stripping the assumptions for brevity. Build the logic once and switch the presentation. The full comparison is on the theory of change vs logic model page, and Sopact keeps both as views of the same content so they never diverge.

Where can I find a good theory of change example?

The four worked examples on this page cover the most common sectors, each compressed to its outcome and its key assumption; the full six-component walkthrough is on the theory of change page, and a blank template to build your own is on the theory of change template page. The best example is ultimately your own, adapted from a sector model and tested on your cohort. Sopact drafts one from your program page and tests its assumptions as your data arrives.

Next: build your own from the theory of change template, or read the full pathway on theory of change.