PU
A Public University · Abu Dhabi & Dubai campuses, UAE
Public University
How a public university improved student job readiness by 34% in a single hiring cycle.
61% → 82%
Student job readiness rate, year-over-year
94 days
Average early-warning lead time
3×
Mock interview throughput
Going into the 2025 hiring cycle, this Career Services team had a familiar problem: a strong top quartile of students with multiple offers, and a long tail of students who weren't getting shortlisted, without a clear, shared picture of why.
"
The real shift wasn't in what we taught students, it was in when we found out who needed help. That timing change was the whole story.
Career Services Director
Challenge
No shared picture of who was actually at risk
A one-time pre-hiring test told the team where students stood in November, but told them nothing about how that changed week to week as hiring approached.
Approach
A weekly readiness review, three months out
Every week, the Career Services team pulled a list of students whose live scores had dropped or stalled, and routed them into the relevant remediation track that same week, mock interviews, technical bootcamps, or communication drills.
Result
A 34% relative lift, in one hiring cycle
Student job readiness rate rose from 61% to 82% year-over-year for the eligible cohort. At-risk students were flagged an average of 94 days before their first interview, up from roughly 18 days the previous cycle, and employers could see a readiness number per shortlist, not just a resume.
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