When the Accreditation Team Asks, “What Did You Do With the Data?”

Educator preparation programs (EPPs) collect a lot of data.

Candidate assessment scores. Clinical observation results. Lesson plan evaluations. Survey data. Dispositions. Completer data. Sometimes the challenge isn’t gathering more evidence; it’s showing what the program actually learned from the evidence it already has.

That distinction matters during accreditation.

Both CAEP and AAQEP place continuous improvement at the center of the accreditation process. CAEP Standard R5, for example, calls for a quality assurance system built on valid data from multiple measures and asks providers to document how data are used in decision-making and how those decisions inform program improvement. AAQEP similarly emphasizes both quality assurance and continuous improvement as central purposes of accreditation.

In other words, collecting credible data is important. But it is only part of the story.

Can You Follow the Evidence?

A useful question for any EPP is:

Can your program show what the evidence revealed, how faculty responded, and what they learned afterward?

Imagine that candidate observation data reveal a recurring weakness in questioning strategies. That finding becomes much more meaningful when faculty can show what happened as a result.

Perhaps coursework was adjusted to provide more opportunities to practice higher-level questioning. Supervisors may have been given a more consistent set of evidence markers to use during observations. Candidates may have received additional coaching or practice before their next clinical experience.

Then comes the important part: What did the next round of evidence show?

Did candidate performance improve? Did the same pattern continue? Did another issue emerge?

That is where assessment moves beyond data collection and becomes part of a genuine continuous improvement process.

Multiple Measures Help Tell the Story

No single assessment needs to carry the entire weight of an EPP’s accreditation story.

A key assessment such as EPiC™ can provide evidence of candidate pedagogy. EPPs can examine results across a cohort to identify strengths and areas for growth and connect those findings to accreditation expectations. (View a Sample EPiC™ Program Summary.)

Evidence-First™ clinical observations can provide another view of classroom practice by grounding observation and feedback using quantifiable evidence markers. Lesson plan reviews can reveal patterns in planning and instructional decision-making. The LoTi Digital Age Survey® can help document growth in technology integration over time.

When evidence from multiple measures begins pointing in the same direction, an EPP has something much more useful than another set of scores. It has a clearer picture of candidate strengths, areas for growth, and potential program-level trends.

Those patterns can give faculty a starting point for meaningful conversations:

What are we seeing? Is this an isolated result or a pattern? What should we do about it? What evidence will tell us whether our response worked?

Make the Improvement Story Visible

Continuous improvement does not have to mean launching a major initiative every time the data reveal a concern. Sometimes the response may be a change to an assignment, additional supervisor training, a revision to clinical practice, or simply a decision to gather more evidence before making a change.

What matters is being able to show the connection between the evidence the program collected and the subsequent decisions. What did faculty notice? What changed as a result? And when new evidence became available, what did they learn?

Those connections help turn individual assessment results into a much stronger story about program quality and continuous improvement. And when an accreditation reviewer eventually asks, “What did you do with the data?” The answer is no longer buried in a spreadsheet, meeting minutes, or an accreditation report.

It is already part of how the program works.