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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

  • Community outreach content generation: directs an AI tool to draft multilingual public education materials on animal control laws, then reviews for regulatory accuracy and local context before distribution.
  • Active listening augmentation: employs AI-generated call transcripts of complaint intake conversations to verify key details captured during high-stress interactions, maintaining direct engagement with callers as the primary listener.
  • Inmate behavior monitoring integration: incorporates AI-generated behavioral flagging reports into daily monitoring routines, cross-checking system alerts against direct observation to avoid over-reliance on automated scoring.

Session plan

  1. 15 minWhat the tool is doing hereWhere this shows up: public safety settings and community or institutional environments, working with public members, supervisors, emergency responders. Conditions to expect: high-consequence, protocol-driven, risk-sensitive. Entry roles this maps to: Animal Control Workers, Correctional Officers and Jailers, Crossing Guards and Flaggers.
    • uses an AI-enabled records system to cross-reference impoundment histories, repeat-offender flags, and disposition patterns across cases, accelerating retrieval without delegating investigative judgment.
    From Animal Control Workers (33-9011.00)
  2. 15 minA good pass and a bad passDemonstrate integrated case file management as a animal control 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.
    From Animal Control Workers (33-9011.00)
  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: Office suite software, Spreadsheet software, Electronic mail 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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