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Advance Academia

Data capability

How do we lift our position, and where do we actually stand?

A ranking plan is only as strong as the benchmark beneath it. This engagement began by establishing what that benchmark could not yet say.


The position

As-Is, and To-Be.

As-Is
The university sought to lift its QS position. Peer benchmarking was not yet possible with the comparator data available, and positioning had been argued from internal returns alone.
To-Be
A plan built only on what could be evidenced, with the data gap treated as the first constraint rather than worked around.

A publicly funded university in Asia

The analysis

What we did.

The engagement centred on two questions: how to lift the university's QS position, and how it stood against a comparable peer set.

The second could not be answered as posed. The comparator data required for a defensible peer benchmark was not available within the engagement, and positioning had until then been argued from internal returns alone. Internal returns can describe a trajectory; they cannot locate it against anyone else. A benchmark produced without that data would have been a presentation of confidence rather than a measurement.

We treated the gap as the finding rather than an inconvenience to write around. The plan was built on what could be evidenced: ranking initiatives ordered on impact and feasibility, each carrying the resourcing it would require, sequenced across one-, two-to-three- and four-to-five-year horizons. The missing comparator data entered the plan in its own right, as the first constraint to close.

The outcome

What happened.

A prioritised, resourced and sequenced ranking plan, and a named first constraint: the comparator data the institution would need before any positioning claim could be defended.

No ranking movement is claimed for this engagement. Its output was a plan and an honest account of what could not yet be measured, which is the more useful of the two when the measurement is the thing that is missing.

Practice areas

Data capabilityPositioning

All work

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