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
- Load accuracy audit with AI support: runs AI-powered weight and dimension sensors at the point of palletizing, interprets variance reports, and corrects stacking configurations before final transport.
- Regulatory compliance verification: directs AI tools to scan updated railroad rules and signal interpretations, then independently validates each flagged item against ground-truth orders received on shift.
- Order information consolidation: directs an AI assistant to reconcile product, packaging, and order records across multiple forms, then reviews the merged output for accuracy before submission.
Session plan
- 15 minWhat the tool is doing hereWhere this shows up: transportation routes and warehouses or terminals, working with supervisors, dispatchers, customers or passengers. Conditions to expect: safety-sensitive, time-bound, movement-oriented. Entry roles this maps to: Aircraft Cargo Handling Supervisors, Aircraft Service Attendants, Ambulance Drivers and Attendants, Except Emergency Medical Technicians.
- routes standardized delay or damage reports to an AI assistant for root-cause categorization, then applies critical thinking to validate findings and determine corrective action.
- 15 minA good pass and a bad passDemonstrate incident triage delegation as a aircraft cargo handling supervisor 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: Spreadsheet software, Office suite software, Data base user interface and query 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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