Live demo — Atomic AoL

🧪 Synthetic demonstration. Programme, students and results below are fictional (Hogwarts Business School · MBA). No real institution's data is shown. Your pilot runs on your data, in an isolated tenant.

AACSB Standard 5 · Assurance of Learning

Hogwarts Business School — MBA (Full-time)

Cycle 2022/23–2024/25 · generated in 00:13 · ~£0.08

1 · Programme & scope

Programme: MBA (Full-time)

Accreditation standard: AACSB 2020 · Standard 5

Cohorts analysed: 9 (3 years × 3 sections)

Students in scope: 274 across 4 core modules

2 · Competency goal under review

CG-1 — Apply quantitative reasoning to business decisions. Mapped to 4 core modules (501 Financial Analysis, 502 Operations, 503 Data & Decisions, 504 Economics). Measured directly via assessed module performance and indirectly via exit, employer and alumni surveys.

3 · Direct measures — assessed performance

Module	2022/23	2023/24	2024/25	Trend
501 · Financial Analysis	85.2% pass	89.2%	93.2%	▲ +8.0pp
502 · Operations	87.2%	90.2%	93.2%	▲ +6.0pp
503 · Data & Decisions	92.2%	93.2%	95.2%	▲ +3.0pp
504 · Economics	87.2%	89.2%	92.2%	▲ +5.0pp

Pass rate = share meeting the 70% competency threshold, weighted by cohort size (n=274). Benchmark target: 85%.

4 · Indirect measures — stakeholder surveys

Source	Rating (0–1)	Respondents	Privacy floor
Exit survey	0.70	64	✓ n≥5
Employer feedback	0.63	28	✓ n≥5
Alumni follow-up	0.75	41	✓ n≥5

5 · Finding (drafted by agent, approved by faculty)

Quantitative-reasoning attainment improved consistently across all four core modules over three cycles (+3 to +8 percentage points), with 2024/25 cohorts clearing the 85% benchmark on every module. Direct evidence and exit-survey self-assessment align; employer feedback (0.63) lags student and alumni perception — flagged as the priority gap for the next "closing the loop" action. Recommended action: add an applied employer-set capstone brief to Module 502 and re-measure in 2025/26.

6 · Human-in-the-loop approval trail

✓ Competency goals confirmed Programme Director · 2026-05-21 09:14

✓ Benchmark threshold (85%) approved AoL Committee · 2026-05-21 10:02

✓ Finding & recommended action signed off Associate Dean · 2026-05-22 16:40

7 · Signed submission bundle

Three-part, cryptographically chained. Any auditor can re-hash the PDF and verify it against the manifest line by line.

aacsb_standard_version: "Standard-5-2020"
programme: "MBA (Full-time)"
cg_count: 1 direct_aggregates_count: 12 indirect_measures_count: 3
evidence_count: 28 benchmark_count: 4
pdf_sha256: "820f9e155af36700c51bb4e99852591931c494675b71f1b1527f5c4c9dc24cff"
bundle_sha256: "a91c…verified" generated_at: "2026-05-23T11:28:59Z"

See a real AoL output before you talk to us.

That took 13 seconds on synthetic data.