Solutions · By vertical · Business schools

Assurance of learning, evidenced. Not assembled.

AACSB, EQUIS and AMBA ask a business school the same thing in different words: what does each programme claim its graduates can do, how do you measure it in real coursework, and what changed where the measure fell short. The work is already happening in case analyses, consulting projects and simulations. Creatrix Campus reads the learning goal off the rubric criterion as it is scored, so the review submission is derived from the record rather than assembled by a committee.

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Why it goes wrong

Business schools rarely lack assurance-of-learning work. They lack it as a record.

The measures exist. Faculty score case analyses and consulting reports on rubrics every term, the AoL committee collects a sample, and a coordinator brings it together in a workbook before the review. The scores are usually sound. What cannot be shown is which sample was taken and why, whether two sections applied the criterion the same way, and what actually changed after the last cycle's finding.

So assurance of learning becomes a report the school writes about itself, rather than a reading each programme uses. Goals are measured once per cycle, discussed once, and closed on paper: too late to change a cohort, just in time to fill a section of the submission.

The problem: assurance of learning assembled once a cycle, by a committee.
Six habits behind the AoL binder Each one is ordinary practice in a good school, and each one breaks the chain in a different place.
  • The AoL cycle lives in a workbook One coordinator, one file, tabs per programme and cycle
    The school's evidence leaves when they do
  • Learning goals sit in a document Approved once, never checked against what courses assess
    The curriculum map and the delivery drift apart
  • Rubrics differ section to section Each instructor interprets the criterion their own way
    Goal attainment averages incomparable scores
  • The sample is chosen at report time Whichever sections returned scores become the evidence
    Coverage cannot be defended when asked
  • Faculty tables are rebuilt each cycle Qualifications and sufficiency gathered by CV request
    Weeks of staff time, and a table nobody can re-derive
  • The loop is closed in prose The action appears in the report, not in the next offering
    The same goal is thin at the next review

Six habits, one consequence: the school proves itself retrospectively, every review cycle.

What assurance of learning actually requires

One chain, from a single rubric line to an accreditation standard.

Assurance of learning is not a report format. It is a chain of four links, each computed from the one below it. Break any link and the claim at the top is an assertion about the school's own students.

Link 1

Rubric criterion

One scored line on real coursework.

Set byThe faculty member who designs the assignment.
CarriesThe learning goal the criterion is meant to measure.
Computed fromThe score on that criterion, not the assignment total.
Break it andAttainment becomes an average of grades, which says nothing about any goal.
Link 2

Course-embedded measure

The criterion scored in a live course.

Set byThe programme, as part of its AoL plan.
CarriesThe sample rule: which sections, which cohort, what proportion.
Computed fromCriteria scored in the ordinary run of teaching.
Break it andCoverage becomes whatever happened to be returned.
Link 3

Programme learning goal

What the degree itself claims.

Set byThe programme specification and its curriculum map.
CarriesIts standard, and the weight given to indirect evidence.
Computed fromThe measures mapped to it, read against that standard.
Break it andThe programme's claim has no arithmetic underneath it.
Link 4

Accreditation standard

What the review team recognises.

Set byAACSB, EQUIS, AMBA or your national body.
CarriesThe expectation the goal and its loop answer to.
Computed fromGoal attainment, its coverage, and the action that followed.
Break it andThe submission narrates what it should be evidencing.
One set of goals, mapped to more than one framework: a standard is a lens on the same attainment, not a second measurement exercise.

How it is done

Six moves, all of them inside a normal term.

The goals, the map and the sampling rule come first, because everything downstream is arithmetic over them. After that, attainment accrues as faculty score the work they were already scoring.

Nothing yet Manual rebuild Computed and owned Acting on it
  1. 01

    Version the learning goals with the curriculum

    Each programme's goals are approved alongside its curriculum, so they carry a version and an approval date. A portfolio of eight degrees has eight sets of goals on the record, not eight documents in eight inboxes.

    Curriculum · Goals
  2. 02

    Map the curriculum to the goals

    The map shows where each goal is introduced, developed and assessed across the programme. A goal that is claimed everywhere and measured nowhere is visible in the map long before a peer review team finds it.

    Coverage · Map
  3. 03

    Put the goal on the rubric criterion

    Case analyses, consulting projects, simulations and presentations keep the rubrics faculty already use. Each criterion carries the goal it measures, so scoring the work in the normal way produces goal-level evidence.

    Rubrics · Embedded
  4. 04

    State the sampling rule once

    Which sections, which cohorts and what proportion are set at programme level and recorded with the measure. Sampling stays a normal, defensible practice instead of becoming an unanswerable question in the room.

    Sampling · Standard
  5. 05

    Compute as rubrics are scored

    Goal attainment updates during the term rather than after the cycle closes, so a goal below standard surfaces while the cohort is still in the programme and the next assignment can still be changed.

    Live · Direct
  6. 06

    Close the loop against the goal

    The action is attached to the goal it addresses, with an owner, carried into the next offering and re-measured in the following cycle. Improvement becomes something the record shows rather than something the submission claims.

    Action · Re-measure

At the peer review

Six questions a peer review team asks, and where the answer comes from.

None of these are unreasonable. They are only difficult when the answer has to be reconstructed from a binder in the room.

Where is this learning goal actually measured?
FromThe curriculum map, listing every course, assignment and rubric criterion that carries the goal.
Which students were sampled, and why those?
FromThe sampling rule recorded with the measure, and the coverage it produced for that cohort.
Did two sections apply the rubric the same way?
FromOne shared rubric version per measure, with scores held per criterion so distributions can be compared section by section.
What did you do about the goal below standard?
FromThe action recorded against that goal, with its owner, the change made to the next offering, and the re-measurement that followed.
Are the goals different across your programmes?
FromGoals held per programme with their own standards, and shared goals mapped once rather than duplicated per degree.
Who taught this, and how are they qualified?
FromThe faculty record: qualifications, doctoral status, professional experience, output and teaching load, read as a table rather than gathered by request.

Go deeper

Learning goals are produced by curriculum, delivery and assessment.

The attainment figure is the last step. These pages cover where each link in the chain is actually made, and who runs it.

Product Outcomes & Attainment The engine underneath: goal attainment computed from rubric criteria scored in live courses, direct and indirect kept apart. See the product → Product Curriculum & Catalog Versioned programmes and the curriculum map that says where each learning goal is developed and assessed. See the product → Lifecycle Assessment & Outcomes Where rubrics are built, moderated and scored, and where every measure that feeds a goal is recorded. See the lifecycle → Lifecycle Quality & Accreditation Standards, evidence, coverage and reporting: how goal attainment becomes a submission. See the lifecycle → By need Accreditation readiness The wider case: evidence captured as work happens, so a review is a query rather than a rescue mission. See the need → In practice Institutions already doing this Universities and colleges across Europe, the Middle East, Southeast Asia and Oceania, and the frameworks they report against. Meet our customers →

What it runs on

The products that hold the chain together.

Adopt the outcome engine on its own, or with the lifecycles that produce its inputs. The record model underneath is the same either way.

Attainment
Outcomes & Attainment →

Learning goal attainment computed from rubric criteria as they are scored, against standards set once per programme.

GoalsRubricsStandards
 Mapping
Curriculum & Catalog →

Versioned programmes, approval history and the curriculum map that shows where each goal is introduced, developed and assessed.

VersionsMapApprovals
 Measures
Examination Management →

Assignments, rubrics, moderation and results: where a criterion first carries the learning goal it measures.

RubricsModerationResults
 Standards
Accreditation & Evidence →

AACSB, EQUIS, AMBA or national criteria mapped to your structure, with attainment tables and evidence tied to the standard they answer.

CriteriaCoverageSubmission
 People
Faculty Management →

Qualifications, professional experience, output and workload held on the faculty record, so classification and sufficiency tables are read rather than rebuilt.

QualificationsSufficiencyOutput
 Capture
Continuous Evidence →

Consulting reports, capstone deliverables, advisory board minutes and committee decisions captured and labelled at the point of work.

TaggingReviewLibrary
Start with the outcome engine and the curriculum map. The rest of the chain feeds them as the term runs.

Frequently asked

Plain answers for business schools.

Can we report AACSB and EQUIS from the same assurance-of-learning data?

Yes. Learning goals are held once per programme and mapped to each framework's expectations, so one set of measures answers more than one review.

The same attainment, sampling and closing-the-loop record supports a continuous improvement review, an EQUIS visit and a national return rather than being recalculated for each.

Our MBA, EMBA and specialised masters have different learning goals. Is that a problem?

No. Goals belong to the programme, not to the school, so each degree carries its own set with its own standard and sampling rule.

Where a goal is genuinely shared across the portfolio, it is mapped rather than duplicated: measured once, read per programme.

Do we have to assess every student for assurance of learning?

No. Sampling is normal practice and is supported directly: the rule for which sections and what proportion are measured is stated at programme level and recorded with the measure.

Coverage can then be shown for a cohort rather than reconstructed from whichever scores came back.

How does rubric scoring reach the learning goal?

Each rubric criterion carries the goal it measures, so scoring a consulting report or a presentation in the ordinary way produces goal-level evidence.

Attainment is computed from the criteria mapped to a goal, not from the assignment total, which is why a grade distribution and a goal reading are not the same thing.

Can it produce the faculty qualification and sufficiency tables?

Yes. Qualifications, doctoral status, professional experience, publications and teaching load are held on the faculty record.

The classification and sufficiency tables are read from that record, so they can be re-derived at any time instead of being rebuilt from a CV request each cycle.

Do we have to replace our existing SIS or ERP?

Only if you want to. If you are ready to move off the current system, Creatrix has a full SIS alongside admissions, examinations, finance and the rest of the suite, so the school and the university can run end to end on one record.

If you would rather keep what you have, we sit on top as the academic layer above it. Students, course offerings and marks come from your existing system, and the assurance-of-learning chain is built on those without anything being ripped out.

How long before the first goal attainment reading?

One term. Version the goals, map the curriculum and put the goals on the rubrics at the start of a term, and the first attainment appears with that term's scoring.

Historical rubric scores can be imported alongside, so the trend does not start from zero at the next review.

GET STARTED

Tell us which body you report to, and how assurance of learning runs today.

Send one programme's learning goals and a term of rubric scores. We will show you the goal attainment they imply, the coverage they give you, and where the chain breaks.

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