Work sample • AI + learning
AI draft → human evaluation → usable revision.
An original, non-confidential demonstration of where human judgment materially improves AI-generated instructional content.
Generic objective
“Understand effective workplace communication.”
The wording is broad, difficult to assess, and does not specify the behavior, context, or success standard.
What is missing?
An observable verb, real workplace context, criteria for success, and a direct link between the objective and the performance the learning is supposed to improve.
Performance-ready objective
“Given a realistic workplace scenario, select and justify an appropriate communication response using the organization’s escalation and tone standards, meeting at least 4 of 5 rubric criteria.”
This is an original demonstration. It does not reproduce confidential Micro1, Mercor, client, or employer material.