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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

  • Technical writing refinement: directs an AI assistant to standardise and proofread maintenance write-ups for regulatory language compliance, while retaining authorship of all technical findings and corrective actions.
  • Access control change validation: uses AI tooling to cross-reference proposed individual access-status modifications against role-based policy rules, catching errors before committing changes to security files.
  • Encryption and firewall configuration review: prompts an AI assistant to audit current firewall rule sets and data-in-transit encryption configurations for misalignments with policy, then adjudicates each finding through hands-on system inspection.

Session plan

  1. 15 minThe caseWhere this shows up: military installations and field operations, working with technical teams, commanders, unit members. Conditions to expect: high-consequence, mission-driven, protocol-heavy. Entry roles this maps to: Aircraft Structure, Surfaces, Rigging, and Systems Assemblers, Security Guards, Aircraft Mechanics and Service Technicians.
    • directs an AI tool to draft inspection records and discrepancy reports from structured field notes, reviewing and correcting the output before formal submission.
    From Aircraft Structure, Surfaces, Rigging, and Systems Assemblers (51-2011.00)
  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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