Overview / University Signal Module: University 03

Adaptive Readiness Profile

What if ready for the world was a live signal, not a graduation date?

This is an Outcome Intelligence view, not a KPI dashboard. It helps career centre teams and university partners identify cohort-level readiness signals before internship and employment cycles — enabling targeted intervention, not surveillance.

847
Candidates in Cohort
72
Avg Readiness Signal
58%
Above Readiness Threshold
64%
Internship Ready
Programme: Software Engineering
847 candidates · Avg readiness 72 · Placement rate 78% · Median days to hire: 42
Live Signal
Top Skill Gaps in Cohort
High gap (60%+) Medium gap (40–60%) Low gap (<40%)
Readiness Distribution
72
Avg Signal
90–100 (Exceptional)
52 (6%)
75–89 (Strong)
186 (22%)
60–74 (Developing)
254 (30%)
45–59 (Needs Support)
228 (27%)
Below 45 (Early Stage)
127 (15%)
Skill Gap Detail — Cohort View
Cloud Deployment (AWS/GCP)
71% high
Docker / Containerisation
68% high
Data Analytics & BI
54% medium
Cybersecurity Basics
49% medium
Technical Communication
43% medium
CI/CD Pipelines
38% low
Lumina Cohort Recommendation

Launch a 3-week Cloud Deployment micro-credential pathway before the next internship cycle. An estimated 71% of candidates in this cohort have a medium-to-high gap in cloud infrastructure — addressing this gap is projected to improve employer matching scores by 18–24 points on average.

Top Employers Hiring from This Cohort
TechCorp Malaysia Axiata Digital CIMB Tech Petronas ICT Malaysia Digital Economy Corp

Based on employment outcome tracking from this programme's graduates over the past 12 months.

Privacy by Design. Lumina Graph aggregates all cohort views. Individual student data is never exposed without explicit consent. This dashboard is for career centre teams to plan programmes — not for surveillance or ranking of individuals.