AI Engineering
/
Responsible AI & Governance
/

Govern AI outputs that may be repurposed

Responsible AI & Governance · 3 to 4 hours

Govern AI outputs that may be repurposed

Decide what happens when a partner repurposes formative AI practice ratings for candidate screening, and design the authority, enforceable controls, evidence, and remedy that make the decision hold.

Hard
System Design

4 h

Premium

Step 1: The question

Using the repurposed-ratings scenario, write a decision memo for the coach's accountable owner. Decide what happens to the partner's current use today and to its request for a screening feed, and support the decision with the scenario's evaluation, exposure, and dispute-queue figures. Then design the authority, enforceable controls, change triggers, and remedy that make your decision hold, and name the evidence that would change it.

Constraints

  • Days are working days; use the scenario's first-in, first-out rule for wait times.
  • Treat the partner's figures as unverified: the platform's logs show fetches, not hiring decisions.
  • Do not assume a disclaimer transfers responsibility away from the platform team.
  • The memo informs an engineering and product decision; it does not decide legal obligations.

Deliverables

  • Scope and impact: the approved purpose compared with the partner's use, and everyone affected
  • Evidence: recomputed figures, evidence gaps, and what remains unknown
  • Decision and authority: today's action, the decision on the request, and who decides, who can stop, and who accepts residual risk
  • Controls: where each limit is enforced and how you test it
  • Remedy and lifecycle: affected learners, downstream copies, monitoring, reassessment triggers, and the evidence that would change the decision

Hard questions are part of Premium: the study guide, reference answer, rubric, and exercises unlock with Premium.