STEP Campus cohort readiness report
Graduate workplace trust report
The cohort has talent. The trust barrier is still visible.
The strongest students turned ambiguous AI-assisted work into manager-ready recommendations. The weaker pattern was not tool use. It was trust: source boundaries, uncertainty, and the handoff a line manager would need before relying on the work.
21 of 30 students meet the current credential threshold. Four require a clean trust-boundary reassessment.
Can proceed to credential issue or final faculty review.
Need targeted coaching before a fresh reassessment.
Trust-risk patterns pause the credential pathway.
Students need sharper language for what was checked, changed, and still uncertain.
Issue records to ready students. Run a two-week trust handoff sprint for the rest.
This cohort is not a generic pass/fail story. It separates ready-now students, coachable near-misses, and trust-boundary cases that should not receive a credential until a clean reassessment.
What students produced
The capstone captures the work moments employers care about: framing the task, checking AI output, explaining uncertainty, and sending a usable recommendation.
Work brief
Audience, decision, source boundaries, assumptions, risk level, and AI-use plan.
AI audit
Claim-by-claim judgment on what to keep, verify, revise, reject, or support.
AI use explanation
What AI contributed, what was checked, and what remains uncertain.
Final recommendation
A decision-ready memo that can survive pressure and source scrutiny.
Seven evidence dimensions underneath the STEP credential
STEP keeps the public credential simple, but the report gives faculty the scored evidence layer needed for coaching, program quality conversations and curriculum review.
The distribution tells teams where to act.
STEP separates students who are ready now from those who are one intervention away. That makes the report useful for advising, curriculum review, and careers planning.
What leadership learns
Students can be taught to challenge AI.
Most caught the fabricated metric and removed unsupported claims before delivery.
AI use explanation is the weak spot.
Several used AI responsibly but could not explain what was verified, delegated, or changed.
Rehearse the manager handoff before reassessment.
Students who miss the trust threshold need concise disclosure, trade-off language, and practice responding to questions.
What the work revealed
Students challenged a confident AI answer.
18 of 30 rejected the fabricated growth figure and asked for source evidence before approving partner-facing language.
The AI explanation arrived too late.
9 students corrected the number but did not explain the verification path, weakening trust in the final memo.
Practice the sentence before the spreadsheet.
The fastest improvement is a short manager note: what changed, why, and what cannot yet be claimed.
Three moves improve the next cohort quickly
Manager handoff sprint
Students rewrite the same recommendation for a line manager: what changed, what was checked, what remains uncertain, and what decision is being requested.
5 students · 2 weeks · reassess with fresh scenarioSource-boundary lab
Students practice separating supplied facts, AI-generated claims, confidential data, and local-market assumptions before they prompt or draft.
8 students · one workshop · audit work sample requiredTrust-boundary review
Trust-risk learners pause the credential pathway until they can produce a clean submission with no invented evidence, hidden uncertainty, or unsafe data handling.
4 students · individual review · clean reassessment requiredEvery learner record becomes a development plan
The university view can open any student record to see the readiness band, trust status, priority gap, intervention, and reassessment evidence. Names are anonymized in this public sample; institution reports can show student identifiers under the agreed data policy.
High score does not override trust risk.
A polished student can score well on structure and still pause the credential pathway if the work hides uncertainty, invents evidence, or mishandles data.
The fastest lift is manager communication.
The cohort does not need another tool tutorial. It needs practice explaining AI-assisted work in a way a line manager can rely on.
Students leave with interview language.
Each record turns abstract AI readiness into a clear story: what they checked, what they changed, and where they kept human accountability.
Ready for public credential record after final review.
Strong workplace signal with a focused development edge.
Meets the threshold, with coaching notes for interviews and internships.
Credential pathway paused until trust-risk evidence is clean.
01 Student 01 Business analytics 91 Not Yet Ready
Observed pattern: Polished, fast, unsafe with data boundaries.
Priority: Trust boundary before certification + Judgment Under Ambiguity. Trust status: Hold for reassessment.
Intervention: Remove disqualifying AI-use patterns before any credential decision.
Reassessment evidence: Clean reassessment with 0 trust-risk flags and assessor notes confirming the control.
02Student 02Marketing25Not Yet Ready
Observed pattern: Confuses polished output with usable work.
Priority: Work Framing + Context Quality. Trust status: Clear.
Intervention: Turn ambiguous manager asks into decision-ready assignments.
Reassessment evidence: Revised work brief scoring at least 3/4 on Work Framing.
03Student 03Economics66Pass
Observed pattern: Functional and cautious, but still incomplete.
Priority: Commission Boundaries + People Communication. Trust status: Clear.
Intervention: Define musts, must-nots, review ownership, and escalation triggers.
Reassessment evidence: Commission map scoring at least 3/4 on Commission Boundaries with no data-boundary concern.
04Student 04Information systems69Pass
Observed pattern: Good structure, moderate audit depth.
Priority: Judgment Under Ambiguity + Ownership And Defense. Trust status: Clear.
Intervention: Make a bounded recommendation under incomplete evidence.
Reassessment evidence: Decision memo scoring at least 3/4 on Judgment Under Ambiguity.
05Student 05Management84Merit
Observed pattern: Strong controls and clear decision logic.
Priority: Work Framing + Commission Boundaries. Trust status: Clear.
Intervention: Turn ambiguous manager asks into decision-ready assignments.
Reassessment evidence: Revised work brief scoring at least 3/4 on Work Framing.
06Student 06Public policy98Distinction
Observed pattern: Precise, skeptical, owns the recommendation.
Priority: People Communication + Work Framing. Trust status: Clear.
Intervention: Write for Legal, HR, IT, country managers, and the decision owner.
Reassessment evidence: Manager briefing scoring at least 3/4 on People Communication.
07Student 07Communications89Merit
Observed pattern: Excellent people translator, slightly light on metrics.
Priority: Context Quality + AI Output Audit. Trust status: Clear.
Intervention: Build source, people, and operating-context discipline before prompting AI.
Reassessment evidence: Context brief and prompt trail scoring at least 3/4 on Context Quality.
08Student 08Data analytics93Distinction
Observed pattern: Strong verifier with practical controls.
Priority: Commission Boundaries + Judgment Under Ambiguity. Trust status: Clear.
Intervention: Define musts, must-nots, review ownership, and escalation triggers.
Reassessment evidence: Commission map scoring at least 3/4 on Commission Boundaries with no data-boundary concern.
09Student 09Finance69Pass
Observed pattern: Good business sense, underdeveloped learning lens.
Priority: Commission Boundaries + Ownership And Defense. Trust status: Clear.
Intervention: Define musts, must-nots, review ownership, and escalation triggers.
Reassessment evidence: Commission map scoring at least 3/4 on Commission Boundaries with no data-boundary concern.
10Student 10International business61Not Yet Ready
Observed pattern: Invents evidence to make the memo persuasive.
Priority: Trust boundary before certification + AI Output Audit. Trust status: Hold for reassessment.
Intervention: Remove disqualifying AI-use patterns before any credential decision.
Reassessment evidence: Clean reassessment with 0 trust-risk flags and assessor notes confirming the control.
11Student 11Operations73Pass
Observed pattern: Process thinker with narrow people view.
Priority: People Communication + Work Framing. Trust status: Clear.
Intervention: Write for Legal, HR, IT, country managers, and the decision owner.
Reassessment evidence: Manager briefing scoring at least 3/4 on People Communication.
12Student 12Human resources73Pass
Observed pattern: Strong learning lens, weaker audit precision.
Priority: AI Output Audit + Work Framing. Trust status: Clear.
Intervention: Identify invented evidence, false certainty, privacy risk, and bad metrics.
Reassessment evidence: Audit note scoring at least 3/4 on AI Output Audit.
13Student 13Computer science65Pass
Observed pattern: Technically confident, governance-light.
Priority: Commission Boundaries + Judgment Under Ambiguity. Trust status: Clear.
Intervention: Define musts, must-nots, review ownership, and escalation triggers.
Reassessment evidence: Commission map scoring at least 3/4 on Commission Boundaries with no data-boundary concern.
14Student 14Supply chain83Merit
Observed pattern: Pragmatic local-market thinker.
Priority: Work Framing + Commission Boundaries. Trust status: Clear.
Intervention: Turn ambiguous manager asks into decision-ready assignments.
Reassessment evidence: Revised work brief scoring at least 3/4 on Work Framing.
15Student 15Accounting50Not Yet Ready
Observed pattern: Cautious but too vague to be manager-ready.
Priority: Work Framing + Context Quality. Trust status: Clear.
Intervention: Turn ambiguous manager asks into decision-ready assignments.
Reassessment evidence: Revised work brief scoring at least 3/4 on Work Framing.
16Student 16Legal studies88Merit
Observed pattern: Strong risk controls, weaker speed/productivity case.
Priority: Work Framing + Judgment Under Ambiguity. Trust status: Clear.
Intervention: Turn ambiguous manager asks into decision-ready assignments.
Reassessment evidence: Revised work brief scoring at least 3/4 on Work Framing.
17Student 17Entrepreneurship50Not Yet Ready
Observed pattern: Optimistic operator with weak verification.
Priority: Work Framing + Context Quality. Trust status: Clear.
Intervention: Turn ambiguous manager asks into decision-ready assignments.
Reassessment evidence: Revised work brief scoring at least 3/4 on Work Framing.
18Student 18Strategy94Distinction
Observed pattern: Boardroom-ready, crisp trade-off handling.
Priority: Commission Boundaries + Ownership And Defense. Trust status: Clear.
Intervention: Define musts, must-nots, review ownership, and escalation triggers.
Reassessment evidence: Commission map scoring at least 3/4 on Commission Boundaries with no data-boundary concern.
19Student 19International relations71Pass
Observed pattern: People-aware but light on execution detail.
Priority: Judgment Under Ambiguity + Ownership And Defense. Trust status: Clear.
Intervention: Make a bounded recommendation under incomplete evidence.
Reassessment evidence: Decision memo scoring at least 3/4 on Judgment Under Ambiguity.
20Student 20Psychology70Pass
Observed pattern: Good ownership, weak source boundaries.
Priority: Context Quality + Commission Boundaries. Trust status: Clear.
Intervention: Build source, people, and operating-context discipline before prompting AI.
Reassessment evidence: Context brief and prompt trail scoring at least 3/4 on Context Quality.
21Student 21Business analytics84Merit
Observed pattern: Measurement-minded, misses HR learning risk.
Priority: Work Framing + Context Quality. Trust status: Clear.
Intervention: Turn ambiguous manager asks into decision-ready assignments.
Reassessment evidence: Revised work brief scoring at least 3/4 on Work Framing.
22Student 22Media studies53Not Yet Ready
Observed pattern: Clear writer, too deferential to AI output.
Priority: Trust boundary before certification + Work Framing. Trust status: Hold for reassessment.
Intervention: Remove disqualifying AI-use patterns before any credential decision.
Reassessment evidence: Clean reassessment with 0 trust-risk flags and assessor notes confirming the control.
23Student 23Engineering management90Distinction
Observed pattern: Systems thinker with good escalation rules.
Priority: Context Quality + Judgment Under Ambiguity. Trust status: Clear.
Intervention: Build source, people, and operating-context discipline before prompting AI.
Reassessment evidence: Context brief and prompt trail scoring at least 3/4 on Context Quality.
24Student 24Sociology51Not Yet Ready
Observed pattern: Empathetic but not decision-ready.
Priority: Commission Boundaries + Work Framing. Trust status: Clear.
Intervention: Define musts, must-nots, review ownership, and escalation triggers.
Reassessment evidence: Commission map scoring at least 3/4 on Commission Boundaries with no data-boundary concern.
25Student 25Economics46Not Yet Ready
Observed pattern: Over-indexes on productivity and weakens trust controls.
Priority: Commission Boundaries + Work Framing. Trust status: Clear.
Intervention: Define musts, must-nots, review ownership, and escalation triggers.
Reassessment evidence: Commission map scoring at least 3/4 on Commission Boundaries with no data-boundary concern.
26Student 26Information systems84Merit
Observed pattern: Strong prompt commissioner, needs better executive memo.
Priority: People Communication + AI Output Audit. Trust status: Clear.
Intervention: Write for Legal, HR, IT, country managers, and the decision owner.
Reassessment evidence: Manager briefing scoring at least 3/4 on People Communication.
27Student 27Product management88Merit
Observed pattern: Balanced pilot designer with strong next steps.
Priority: Context Quality + Judgment Under Ambiguity. Trust status: Clear.
Intervention: Build source, people, and operating-context discipline before prompting AI.
Reassessment evidence: Context brief and prompt trail scoring at least 3/4 on Context Quality.
28Student 28Corporate communications59Not Yet Ready
Observed pattern: Executive polish, hides uncertainty.
Priority: Trust boundary before certification + Context Quality. Trust status: Hold for reassessment.
Intervention: Remove disqualifying AI-use patterns before any credential decision.
Reassessment evidence: Clean reassessment with 0 trust-risk flags and assessor notes confirming the control.
29Student 29Risk management80Merit
Observed pattern: Risk-aware, too slow for manager's decision window.
Priority: Judgment Under Ambiguity + Work Framing. Trust status: Clear.
Intervention: Make a bounded recommendation under incomplete evidence.
Reassessment evidence: Decision memo scoring at least 3/4 on Judgment Under Ambiguity.
30Student 30Political economy100Distinction
Observed pattern: Integrated judgment, strong APAC context sense.
Priority: Work Framing + Context Quality. Trust status: Clear.
Intervention: Turn ambiguous manager asks into decision-ready assignments.
Reassessment evidence: Revised work brief scoring at least 3/4 on Work Framing.
What sits behind the brief
The leadership view is backed by work samples faculty and careers teams can inspect.
- Rubric versionSTEP Campus standard, seven evidence dimensions mapped to the public STEP credential.
- Scenario mapWhich task produced evidence for framing, context, boundaries, audit, judgment, communication, and ownership.
- Calibration notesReviewer guidance, sample anchors, and scoring discussion points.
- Work-sample summaryAnonymized evidence patterns from briefs, audits, disclosures, and final outputs.
- Development plansRecommended intervention and reassessment evidence for each learner.
How university teams use it
Dean and board
Show whether graduate AI readiness is visible, improving, and bounded by clear proof.
Faculty
Use the dimension profile and work patterns to identify where practice should change.
Careers team
Use individual records to coach students on workplace-ready AI use in interviews.
Quality team
Use rubric language and claim limits to support graduate readiness reviews without overclaiming.
What happens next
The report becomes an action plan for faculty, careers teams, and programme leadership.