AI at work · AI-in-the-loop studio · 70 min
Checking it before anyone relies on it
Fluent output is the failure mode. Whatever time a tool saves evaporates the first time an unchecked output reaches a customer or a record.
Target level: Proficient — Has functional knowledge of the skill and can apply it properly in specific on-the-job settings.
Why this design
Do a real sector task with an AI tool: task it, check it, decide what a person still owns. The AI work already happening in this sector's occupations.
What this evidences
- output-verification×1 at Proficient
- escalation-oversight×0.6 at Proficient
By the end, the learner can
- Personnel evaluation scaffolding: uses AI-generated criteria matrices as a baseline for performance review instruments, auditing each criterion for alignment with collective-bargaining agreements and equity principles before deployment.
- Research synthesis delegation: hands off targeted literature-review queries to an AI assistant, validates retrieved sources for credibility, and synthesizes findings into lecture content or course readings.
- Laboratory activity scaffolding: collaborates with an AI assistant to draft procedural protocols and safety checklists for new laboratory modules, then validates every step against institutional safety standards and biological best practices.
Session plan
- 15 minWhat the tool is doing hereWhere this shows up: schools and colleges or training settings, working with families, students, teachers or faculty. Conditions to expect: developmental, group-managed, feedback-rich. Entry roles this maps to: Childcare Workers, Nannies, Career/Technical Education Teachers, Postsecondary.
- hands off factual incident details to an AI drafting tool to produce structured reports, then reviews and certifies accuracy before filing with supervisors or guardians.
- 15 minA good pass and a bad passDemonstrate incident report composition as a childcare worker would do it. The technique is yours to teach — this plan covers the judgment around it, so narrate the decision points out loud and name which parts were judgment and which were procedure.
- Do it once at working pace so the shape is visible.
- Do it again, stopping at each point where a different call was possible.
- Name the one mistake that costs the most here, and why it's tempting.
- 25 minYour turn, with the checksDo the task with the tool in front of you, on the sector's own material. Every output gets checked against something outside the tool before it moves.
- Tools in play: Electronic mail software, Computer based training software, Word processing software.
- 15 minWhat stayed humanClose the loop: what changed between the first attempt and the last, and what would have to be true for output verification to hold up on a bad day.
Assessment (11 items)
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