September 2026 · Lumina Strategic Group
For most students, financial aid decides whether they can go to college at all. Among students who completed the 2025-26 FAFSA, 64% said the aid they received shaped whether they enrolled, and 36% said they attended a four-year college they could not have afforded without aid.
Colleges also put a large share of their own money into that aid. At private nonprofit colleges, schools returned about 57 cents of every tuition dollar as grants to new full-time students in 2025-26, and about 90% of first-year students received grant aid. Public colleges award institutional aid too. At public four-year colleges, new full-time students who received institutional grants were awarded an average of $6,600 in 2020-21.
With that much at stake for students and for the budget, every aid dollar has to be awarded correctly and fairly. The funding matrix is where that happens. It's the set of rules that decides which students get which institutional funds, and how much, based on student data such as:
financial need, based on the Student Aid Index (SAI) from the FAFSA and the cost of attendance
academic merit or GPA
enrollment status (full-time or part-time)
class year or credits completed
in-state or out-of-state residency
institutional priorities, such as funding for certain programs
When the Matrix Is Applied by Hand
In a manual process, staff check each criterion for each student in Banner, write it down on paper or in a spreadsheet, calculate the award, and then enter it back into Banner by hand. This takes a lot of time, and every step is a chance for a mistake.
Why Doing It by Hand Is Risky
A wrong award can cost a student their education. A wrong award can leave a student with a balance they can't pay, force them to drop classes, or lead them to leave school. When the error is found later and the award is reduced, the student can face a bill they never planned for.
Manual work creates errors. When several staff apply the same rules by hand, they round differently, apply rules in a different order, or miss a condition. Formulas break, numbers get mistyped, and rule changes mid-year don't reach every spreadsheet. As a result, students with the same profile get different awards, which is hard to explain to families, auditors, or a board.
The school can end up paying for mistakes. Institutional aid is part of the student's full aid package, so a mistake in it can throw off the student's federal aid too. If the school's error causes a federal aid overpayment, the school is responsible, and it can never become the student's federal aid debt. The school also can't withhold transcripts or take other negative action against a student over a balance caused by its own error. And what any office knows counts as what the school knows. In one federal example, the school was at fault because the bursar's office knew about a student's scholarship, even though the aid office didn't.
Staff are stretched thin. Aid offices have fewer people for more work. Staffing dropped to 2.3 full-time employees per 1,000 aid applications in 2021-22, down from 2.5 in 2016. NASFAA's 2025 survey found that compliance work and FAFSA problems are taking time away from helping students.
It's hard to show your work. When the rules live in scattered files and in people's heads, explaining how an award was calculated for an appeal or audit takes a lot of digging.
How It Works in Banner Financial Aid
Banner Financial Aid can run the matrix using student data that's already in the system. It applies the rules, calculates each award, and adds it to the student's aid package automatically. The main pieces are:
Student population selection rules find the students who are ready to be packaged.
Packaging groups sort students so each group gets the right funds in the right order.
SQL statements set each eligibility rule once, so it works the same way for every student.
Algorithmic packaging awards institutional funds within each fund's limit.
Each time the packaging job runs, it finds every eligible student and packages them. Students who become eligible later are picked up the next time the job runs. After each run, the office can see how many students were awarded, how much, and the fund totals by term in Banner.
What Changes When You Automate
For the aid office:
The same rules apply to every student.
There are fewer manual steps where mistakes happen.
You update a rule once, in one place.
Staff get time back for students and appeals.
For leadership:
Awards you can defend.
Less risk of mistakes the school has to pay for.
A clear view, after each run, of how the aid budget is being spent.
Automation Handles the Math. Staff Handle the Exceptions.
Federal rules require schools to have a policy and process for reviewing special circumstances, and schools can't deny every request. The same principle should apply to institutional awards. A good setup includes a clear way for staff to change an award and record why.
Before You Start
Know your funding logic: the conditions a student must meet, and the award amount for each part of the matrix.
Decide who can override an award, and how the override gets recorded.
Test it first. Run the new setup against the prior aid year and explain every difference before you go live.
Train your staff. Counselors should be able to explain any award to a family.
The Bottom Line
The funding matrix controls one of your college's biggest budget items, and it should award that money the way your leadership intended. Done by hand, it leads to mismatched awards, errors, and compliance risk, and students pay the price when their aid is wrong. The student data is already in Banner, so put the system to work instead of doing the math by hand.
How We Help
We build and test funding matrix rules in Banner Financial Aid, from documenting your award logic to go-live.
Ready to automate your funding matrix?