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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

  • Applicant interview support: references AI-generated question checklists during in-person or telephone intake sessions, exercising active listening to surface information the checklist does not anticipate.
  • Reciprocal information workflow: orchestrates AI-assisted requests and responses with banks and credit bureaus, verifying that each exchange meets disclosure requirements through personal review.
  • Pre-entry data sorting: instructs an AI tool to compile and sort raw data by defined criteria before entry begins, auditing the sorted output for sequencing errors prior to processing.

Session plan

  1. 15 minWhat the tool is doing hereWhere this shows up: offices and operations centers, working with managers, coworkers, customers or clients. Conditions to expect: deadline-driven, coordination-heavy, documentation-focused. Entry roles this maps to: Bill and Account Collectors, Cargo and Freight Agents, Correspondence Clerks.
    • hands off post-call data entry of financial status updates and collection notes to an AI transcription layer integrated with the collections platform, auditing a sample of records each shift for accuracy.
    From Bill and Account Collectors (43-3011.00)
  2. 15 minA good pass and a bad passDemonstrate documentation workflow as a bill and account collector 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 Bill and Account Collectors (43-3011.00)
  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: Data base user interface and query software, Electronic mail software, Document management 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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