Educational perspective · Revised September 25, 2026. This article does not report findings from Dr. A Ashour’s doctoral study.
Course completion tells you that an activity ended. A fuller review asks how the learning is being used.
Ask about a specific task
Instead of asking whether training was useful in general, invite an employee to describe a task they attempted afterward. What felt clear? Where did they need help? Which part of the process remained difficult?
Use experience and work evidence together
Compare the discussion with an appropriate work sample or a fictional exercise. Someone may feel confident while overlooking a check, or feel uncertain while correctly recognizing a difficult case. Treat the conversation as context for further review.
Make feedback usable
Group suggestions by practical changes: clearer instructions, more practice, better access to support, or a revised review step. Avoid converting a few comments into a claim about all accounting professionals.
Keep the purpose clear
A workplace training review and a formal research study serve different purposes. This article offers an educational discussion guide. It reports no participant statements or findings from Dr. A Ashour’s doctoral research.
Further reading
For an external risk management reference, see NIST’s AI Risk Management Framework. The practical prompts above are editorial suggestions, not NIST certification or research findings.
