Educational perspective · Revised September 25, 2026. This article does not report findings from Dr. A Ashour’s doctoral study.
Build a learning plan around the work people need to do and the decisions they need to explain.
Map the responsibilities
List the accounting tasks affected by the proposed tool. For each task, identify the preparer, reviewer, and person who approves the final output. Ask which responsibilities change and which remain with the team.
Define the learning objectives
Use specific objectives such as checking source figures, explaining a suggested classification, documenting an exception, or recognizing an unsupported claim. Select exercises that let learners demonstrate those skills.
Plan practice and support
Set aside practice time using fictional information. Provide a named contact for questions and a simple correction log. Record the tool and version used in each exercise so later changes can be considered.
Decide how to evaluate progress
Agree in advance on what you will observe: completed checks, explanation quality, unresolved questions, and correction patterns. A learning roadmap is a proposal to test and refine; it does not guarantee improved productivity or job satisfaction.
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.
