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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

  • Audit trail generation: instructs an AI assistant to compile supporting-document summaries and cross-reference entries against policy thresholds, then reviews the structured output to confirm completeness before audit submission.
  • Compliance cross-check workflow: runs completed draft returns through an AI review prompt to flag potential errors, omissions, or audit-risk items, then resolves each flag against authoritative tax code references.
  • Financial data pattern analysis: orchestrates AI-driven analysis of large general-ledger extracts to surface extravagance or unusual transaction clusters, then applies critical thinking and domain expertise to confirm or dismiss each finding before reporting.

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, detail-sensitive, coordination-heavy. Entry roles this maps to: Bill and Account Collectors, Gambling Cage Workers, Procurement 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: Accounting software, Data base user interface and query software, Spreadsheet 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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