What did
the number
leave out?
Faster appointments or more choice?
Compare two hypothetical services using access and participant control. Adjust the weights to see which service ranks higher.
Read the opening storyPossible score differences
Every point in the violet band is compatible with the stated evidence and scoring rule.
Both rankings remain possible. The evidence and allowed trade-offs do not settle the comparison.
Evidence and scoring rules
The two moves answer different questions. An audit narrows what is compatible. A minimum standard changes what is acceptable.
Assumed 0–100 rubrics. Higher is better within each dimension. The scores describe the services.
| Design | Access | Participant control |
|---|---|---|
| A | 75–85 | 25–45 |
| B | 45–65 | 65–85 |
No eligibility floor is imposed. Access can compensate for lower participant control in this scoring rule.
Scoring assumptions
For this exercise we assume meaningful differences on two anchored rubrics, an additive score, nonnegative weights, and all combinations within the profile ranges. Weights and profiles vary independently. Those assumptions make the displayed bounds sharp for this rectangular scenario set. Dependencies could narrow the true range; invalid assumptions could change it entirely.
Mathematics and sourcesleaves out
How booking records can omit failed attempts to get help.
Work it throughA field guide todefensible measurement
Follow the arithmetic, solve three problems, and lead the investigation in class.
Test the theoryRepresentations,models, decisions
Proofs, doctoral exercises, and proposed research.
Ordinal recoding
Now use a separate dataset: A received categories 1 and 4; B received 2 and 3. Only their order is established. Change the spacing while keeping every ranking and both endpoints intact.
If a conclusion reverses under an admissible recoding, the original order facts did not determine it.
A's recoded mean 0.500
B's recoded mean 0.500
The arithmetic means tie with equal category spacing. Order alone does not require that spacing.
The recoding and what survives it
For category s, use f(s) = (sᵠ − 1) / (4ᵠ − 1), with q between 0.25 and 4. Every function shown is strictly increasing, and f(1) = 0, f(4) = 1. The recoded means average f(1), f(4) for A and f(2), f(3) for B.
A outranks B in two of the four cross-group pairings under every recoding. That invariant comparison does not establish equal value. Additional interval-scale or utility assumptions can justify other comparisons; they have to be supplied.
See the worked exampleExport the scenario
Download the ranges, weights, coding rule, and calculated bounds as JSON.
Synthetic data.
Inspect the record before downloading
Enable JavaScript to generate a record from the controls.
Measurement and decision-making
The essay, field guide, and technical companion examine how a service-design ranking depends on its measurements and value judgments.
The technical companion gives proofs and references, followed by research and teaching proposals that have not yet been tested.
Read the technical companion and research agenda