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Career Readiness Studioby LER.me

AI at work · Case analysis · 50 min

What goes in the tool, and who gets told

The two questions that get entry-level workers in trouble: what data was I allowed to paste, and did I say a tool was involved.

Target level: Proficient Has functional knowledge of the skill and can apply it properly in specific on-the-job settings.

Why this design

Work a real situation from evidence to recommendation, and show the reasoning. Judgment content — root cause, tradeoffs, competing priorities, risk.

What this evidences

  • data-privacy-judgment×1 at Proficient
  • ai-ethics-disclosure×0.6 at Proficient

By the end, the learner can

  • Policy drafting acceleration: delegates the first-draft composition of fund investment policy documents to an AI tool, retaining full editorial authority over strategy language and compliance language.
  • Regulatory conformance audit: assigns AI-assisted document comparison across budget estimates and governing regulations, then exercises professional judgment to resolve ambiguous compliance cases the tool cannot classify.
  • Policy-language interpretation: prompts an AI assistant to parse dense contract language and extract coverage limits or exclusions, then evaluates the output against regulatory standards and company guidelines before quoting rates.

Session plan

  1. 15 minThe caseWhere 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 minEvidence logWork the task on your own first. Support is available, but ask for it out loud so the group hears what got you stuck.
    • Tools in play: Accounting software, Data base user interface and query software, Spreadsheet software.
  3. 10 minCompare readingsCompare answers before the debrief. Where the room split is the useful part — the split usually marks a real judgment call rather than a knowledge gap.
    • Where did two people read the same situation differently, and what did each notice?
    • Which answer would survive a supervisor asking "why did you do it that way?"
  4. 10 minWhat the record showedClose the loop: what changed between the first attempt and the last, and what would have to be true for data & privacy judgment to hold up on a bad day.

Assessment (17 items)

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Career Readiness Studio by LER.me