ABET CRITERION 4
ABET Criterion 4 is a recordkeeping problem, not a teaching problem.
You assess, you adjust, you close the loop every term. Then two years later a program evaluator asks for the evidence — and it's scattered across a spreadsheet, three email threads, and a coordinator who left in 2023. dal.ai keeps the trail in one place, so Criterion 4 is a folder you open, not a story you reconstruct.
The problem was never continuous improvement
Programs improve constantly. You tweak a prerequisite, add a design experience, rewrite a rubric after watching where students actually struggled. That's the loop, and you close it whether or not anyone writes it down. The trouble starts at self-study time, when you have to show a clean chain — outcome measured, decision made, action taken, result checked the next cycle — and the evidence is spread across whoever happened to own it that year. Criterion 4 is deliberately flexible about how you demonstrate improvement. It's unforgiving about not being able to find it.
Where your Criterion 4 evidence lives right now
For most programs it's some mix of a filing cabinet nobody has opened since the last visit, a shared drive folder owned by a coordinator who has since moved on, and the memory of one person who remembers why the change was made. None of that survives a handoff. All of it gets reassembled by hand the year the visit comes due.
One place that remembers for you
dal.ai is the system of record for your assessment cycle. Each outcome, each measurement, each action and the result it produced the next time around — logged where the next coordinator can find it, with the source document attached to every entry. When self-study season arrives, you're not rebuilding the narrative from scratch. You're exporting a trail you've kept all along. It cites the source behind every claim, and nothing goes into your self-study without your sign-off.
AI that drafts, not decides
The software helps you assemble and organize. It drafts from the evidence you've logged and points out where the trail has holes before they become findings. Every judgment call stays yours. It doesn't invent evidence, and it doesn't put anything in front of ABET that you haven't reviewed and approved first.
Frequently asked questions
What is ABET Criterion 4?
Criterion 4, Continuous Improvement, asks a program to show that it regularly assesses its student outcomes and uses the results to improve. In practice that means demonstrating a closed loop: you measured something, you acted on what you found, and you checked whether the action worked.
Why do programs get cited on Criterion 4?
Rarely because they aren't improving. Usually because they can't produce the evidence trail. The measurements, the decisions, and the follow-up are scattered or undocumented, so the loop can't be shown even though it happened.
Does dal.ai write my self-study for me?
No. It organizes your evidence and drafts from it, but you review and approve everything. It's a system of record and a drafting aid, not an author.
How is this different from a spreadsheet or a shared drive?
A spreadsheet doesn't survive the coordinator who built it, and a shared drive won't tell you where the gaps are. dal.ai keeps the evidence, the sources, and the closing-the-loop record in one place that outlasts any single person, and flags the holes before your visit does.
Do I need to change how my program assesses outcomes?
No. Keep your existing assessment process. dal.ai is where the record of it lives — not a replacement for your methods or your judgment.
dal.ai is an independent product built by findbalans LLC. It is not affiliated with, endorsed by, or certified by ABET.