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What transparent matching actually means

A match score you cannot interrogate is just another thing to take on faith. Here is why every Gradsy result explains itself.

Written by The Unihub team

A match score is easy to produce. Ninety-four percent. Strong fit. Recommended for you.

The hard part is everything after the number.

A figure on its own leaves the student holding something they cannot check, about a decision that will shape the next decade of their life. If it is wrong, there is no way to tell. If it is right, there is nothing to learn from it. So we settled a rule early: a score that cannot explain itself does not ship.

Why a bare score is worse than no score

An unexplained score does two kinds of damage.

The first is practical. A student cannot act on it. "Ninety-four percent" does not tell them whether the gap is their language test, their grades, or their budget — so it does not tell them what to fix.

The second is slower. Every unexplained number teaches the student that this process is something that happens to them rather than something they can steer. That is the exact feeling we are trying to remove.

What we show instead

Every result in Gradsy carries its reasoning. The student sees which parts of their profile the program fits, and which parts it does not.

  • Academic fit — how their level and grades sit against the stated entry requirements.
  • Cost fit — tuition against the budget they gave us, in the local currency with an estimate alongside it.
  • Field and level — whether this is actually the subject and stage they asked for, not an adjacent one.
  • Destination — whether the country is one they said they would consider.

Where a program falls short, that shows too. A result can be worth seeing and honest about the gap. Those are not in tension.

The uncomfortable part

Being transparent means being visibly wrong sometimes, and it means admitting what we do not know.

We do not currently hold reliable grading-scale guidance for every program in the catalogue. Where we cannot compare grades fairly, the scorer treats that dimension as neutral rather than inventing a comparison. That is less impressive than a confident number. It is also the only version we can defend.

The same applies to cost. Tuition figures come from the institution; living costs vary enormously by city and by how a person lives. So we show tuition as tuition and label the estimate as an estimate, rather than folding both into one authoritative-looking total.

What this rules out

A commitment like this is only real if it costs something, so here is what it costs us.

It rules out ranking by anything the student cannot see. It rules out quietly boosting some programs over others. It rules out any scoring we cannot explain in a sentence, however good the results look.

If we cannot explain why a program appeared where it did, it does not ship.

Where this goes

Transparency is not a feature we finished. The next piece is making the reasoning actionable — not just "your language score is below requirement" but what that means for this intake versus the next one.

That is a harder problem, and we would rather get it right than get it out. But the principle underneath is settled: the student should always be able to ask why, and always get an answer.

Build with us

Universities, schools, partners and people who want to work on this — we would like to hear from you.