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Career Readiness Studioby LER.me

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

  • Risk and review facilitation: delegates preliminary design-review checklists and failure-mode summaries to an AI assistant, then applies engineering judgment to prioritize findings and direct corrective action across project teams.
  • Critical-thinking-informed AI triage support: cross-checks AI-provided patient status summaries or vitals-monitoring alerts against direct observation of the patient during transport, retaining full human authority over escalation decisions.
  • Sanitation and equipment scheduling: consults AI-driven maintenance or supply-tracking systems to confirm that vehicle linens and equipment are restocked on schedule, flagging discrepancies to supervisors based on direct inspection.

Session plan

  1. 15 minWhat the tool is doing hereWhere this shows up: repair shops and customer sites, working with supervisors, customers, other technicians. Conditions to expect: safety-sensitive, diagnostic-heavy, field or shop based. Entry roles this maps to: Ambulance Drivers and Attendants, Except Emergency Medical Technicians, Automotive Body and Related Repairers, Automotive Glass Installers and Repairers.
    • cross-checks AI-provided patient status summaries or vitals-monitoring alerts against direct observation of the patient during transport, retaining full human authority over escalation decisions.
    From Ambulance Drivers and Attendants, Except Emergency Medical Technicians (53-3011.00)
  2. 15 minA good pass and a bad passDemonstrate critical-thinking-informed ai triage support as a ambulance drivers and attendants, except emergency medical technician 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.
    From Ambulance Drivers and Attendants, Except Emergency Medical Technicians (53-3011.00)
  3. 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.
  4. 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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Career Readiness Studio by LER.me