01
Assess
Understand readiness and capability gaps.
A structured, research-informed assessment of practical AI capability: how a student applies a tool, verifies what it produces, judges what is defensible, and adapts when it fails.
The future of graduate readiness
Are your graduates ready for an AI-powered world?
FutureMeasure helps universities understand, benchmark and strengthen the human capabilities that matter in a rapidly changing workforce.
- 01Research-informed assessment
- 02Graduate AI readiness
- 03Inaugural benchmark in development
What you gain
Clear insight into the capability that matters.
Four things a participating university should be able to do at the end of the process that it could not do at the start.
- 01
See where capability actually sits
Domain-level evidence of what your students can do with AI — not how often they use it.
- 02
Answer the question being asked
A defensible position on graduate readiness, documented well enough to withstand scrutiny.
- 03
Target teaching where the gap is
Findings mapped to curriculum and assessment design, so effort lands where it is needed.
- 04
Baseline now, evidence progress later
A cohort baseline you can re-measure, turning capability improvement into something you can show.
02 — Our approach
Assess. Benchmark. Advance.
A single, coherent progression from evidence to improvement — designed so that what is measured can be acted upon.
02
Benchmark
Build meaningful comparisons and institutional insights.
Results are read against a comparative frame, so a faculty can see not only where its students sit, but what that pattern means for teaching, curriculum and employability.
03
Advance
Inform learning, development and measurable improvement.
Findings are translated into decisions: what to strengthen, what to teach differently, and how to evidence progress across successive cohorts.
04 — For universities
Evidence that informs better graduate outcomes.
Not a score for its own sake. A defensible picture of what your students can actually do — and a structured route from that picture to the decisions that follow.
- 01
Identify student capability gaps
- 02
Support curriculum decisions
- 03
Inform graduate employability initiatives
- 04
Establish baseline readiness
- 05
Track capability development
- 06
Participate in sector-wide research
- 07
Access comparative insights when appropriate datasets become available
Benefits described above are the intended uses of the initiative. Comparative insights depend on participating datasets and will only be offered when the evidence supports them.
03 — The benchmark initiative
FutureMeasure Graduate AI Readiness Benchmark
An initiative to measure practical readiness for AI-enabled work — not familiarity with tools, but the judgement to use them well.
The methodology, assessment instruments and comparative reporting are being developed with university partners. Nothing is published or validated yet, and we will say so plainly at every stage.
Status — in development
Consultation open to founding partners
Proposed capability domains
- 01
Practical AI application
Using contemporary tools to complete real work, competently and deliberately.
- 02
Critical evaluation and verification
Testing outputs, tracing claims, and recognising where a model is unreliable.
- 03
Responsible AI judgement
Reasoning about disclosure, privacy, bias, authorship and consequence.
- 04
Human–AI collaboration
Directing, delegating and reviewing machine work as a considered practice.
- 05
Problem-solving and adaptability
Transferring capability to unfamiliar tools, tasks and disciplines.
Domains are provisional. They will be refined through partner consultation, cognitive testing and piloting before any instrument is used at scale.
06 — For organisations
The same evidence discipline, applied to the workforce.
FutureMeasure intends to extend its benchmarking approach to enterprises — understanding where AI capability genuinely exists, where it is assumed, and how development can be evidenced rather than declared.
Enterprise services are planned, not yet available. University partnerships remain our primary focus for the inaugural cycle.
07 — Founding university partners
Help shape the future of graduate AI readiness.
We are inviting a small group of universities to participate in the inaugural FutureMeasure initiative. Founding partners help inform the design, piloting and responsible development of the benchmark — and see the evidence first.
No commitment required to begin a conversation