Exam Score Projection: Spot At-Risk Students Early

The worst time to learn that a student is heading for a poor board result is the week of the exam. By then the parent is anxious, the teacher is defensive, and the fee for next term is in doubt.

Most centres do have the warning signs. They are just scattered: marks in a register, attendance in another, "he is weak in algebra" in a teacher's head. An exam score projection pulls those signals into one number per student, so you can act while there is still time.

This guide explains what the projection in TuitionDesk is, exactly how it is calculated, what it cannot tell you, and how to turn it into a routine that keeps students and parents on your side.

What an exam score projection is (and is not)

A projection is a planning estimate of the percentage a student is likely to score, based on data you have already recorded. It is not an AI prediction and not a promise of the final result.

TuitionDesk's version is deliberately simple and explainable, because a number you cannot explain to a parent is a number you cannot use. Each student's Performance tab shows:

the projected percentage;
an uncertainty range around it (for example, "62% to 74%");
a confidence level (LOW, MEDIUM or HIGH);
the trend: improving, stable or declining;
an exam risk band: LOW, MEDIUM or HIGH.

Treat the projection as a conversation starter. A student with three tests and a projection of 58% is a reason to check in, not a verdict.

How the number is calculated

The projection uses three inputs from data already in TuitionDesk.

Input	Weight	Source
Recent graded test percentages	75%	Latest ten graded tests, newer tests count more
Topic progress	15%	Topics marked as understood
Attendance	10%	Attendance over the last 90 days

If topic or attendance data is missing, the remaining inputs are reweighted automatically, so a centre that has not started tracking topics still gets a projection.

A few rules keep it honest:

At least three graded tests are needed. Before that, the student shows as "insufficient data" instead of a shaky number.
Confidence and range depend on data volume. With fewer than five tests the range is wider (about 12 points either side). With five or more tests it narrows, and with eight or more tests plus topic and attendance data it is the tightest (about 5 points).
Trend compares earlier and later tests. A swing of more than 5 points between the two halves is called improving or declining.
Practice assessments do not count. Only graded test results feed the projection.

How the risk band works

The risk band starts from the projected score: below 45% is HIGH, 45 to 59% is MEDIUM, and 60% and above is LOW. Two signals can raise it. A declining test trend lifts a LOW band to MEDIUM, and attendance under 70% pushes the band up as well. That means a student scoring 72% on average but missing a third of classes still shows up on your list.

Who sees what

Owners and admins see projections across the centre, with at-risk students first, in Reports.
Teachers see students from their own classes in Insights.
Parents see only their linked child, in the parent portal under Performance.

Parents also get a push notification the first time a projection becomes available, when it moves by at least 3 percentage points, or when the risk band changes. Small day-to-day wobbles do not trigger messages, so you are not training parents to ignore alerts.

A weekly routine that uses it

A projection only helps if someone looks at it. A 15-minute weekly routine is enough for most centres.

Monday: open the at-risk list. Start with HIGH risk, then MEDIUM students with a declining trend.
Read the reason. Is it marks, attendance or topic gaps? The factor breakdown tells you which conversation to have.
Assign one action per student. A catch-up session, extra homework on the weak topic, or a call to the parent about attendance.
Log it. Use the Intervene action in Reports to record a practice note and message the parent in one step.
Close the loop. Mark each intervention as Saved, Improved or Left, so at the end of the term you know how many students you actually kept.

Lead with the data when you speak to a parent: "Attendance has been 64% this quarter and the last three test scores are trending down" lands far better than "he needs to work harder".

Why this matters for retention

Parents rarely leave because a student scored badly once. They leave when nobody noticed, and nobody told them what the plan was. A projection with a visible trend and a recorded intervention gives you both: early notice and a paper trail of what you did about it.

It also pairs with the other retention signals in TuitionDesk. Dropout risk alerts catch students who may stop attending, while the projection catches students who keep attending but are not improving. For the bigger picture, read how score proof and revenue by grade fit together.

What you need to get started

Record graded test marks consistently. See revision test and progress tracking for a simple test cycle.
Mark attendance daily. The 90-day window needs real attendance to be meaningful: attendance best practices.
Optionally mark topic progress as you teach.
Check your plan. Score projections are a paid-plan feature, and plan availability is updated from time to time, so confirm the current plan on the pricing page.

Frequently asked questions

Is the projection generated by AI? No. It is a transparent weighted calculation over your recorded marks, topic progress and attendance, and the weights are shown above.

Will parents see a number that worries them? Parents see their own child's estimate with the range and a note that it is an estimate. Decide in advance how you will explain it, and brief your teachers before turning it on.

How many tests do students need? Three graded tests at minimum. Confidence improves as more tests are recorded.

Can I guarantee exam results with it? No, and you should not say so. It estimates where the student is heading if nothing changes, which is exactly why acting early matters.

See who needs help before the exam

Record your next few tests in TuitionDesk and the projection will start working on its own. Create your free account and compare plans when you are ready to switch projections on.