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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

  • Regulatory compliance checking: directs an AI search assistant to retrieve jurisdiction-specific gambling regulations relevant to an ambiguous table situation, applying the retrieved guidance only after confirming it against posted house rules.
  • Visitor compliance briefings: uses AI-drafted safety and regulation summaries as a foundation for pre-tour orientations, supplementing with direct observation and interpersonal cues to monitor compliance on-site.
  • Regulatory compliance cross-check: queries an AI compliance assistant to verify that proposed table-game rule changes align with tribal, state, and federal requirements, escalating ambiguous outputs to a supervisor before implementation.

Session plan

  1. 15 minThe caseWhere this shows up: restaurants and food service facilities, working with supervisors, customers, kitchen staff. Conditions to expect: customer-facing, service-oriented, fast-paced. Entry roles this maps to: Amusement and Recreation Attendants, Baggage Porters and Bellhops, Baristas.
    • dictates a description of a rule-violation or removal event to an AI transcription tool, then reviews and signs off on the structured report for supervisor records.
    From Amusement and Recreation Attendants (39-3091.00)
  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: Spreadsheet software, Office suite software, Electronic mail 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