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Quiz

2741 questions of the kind that actually get asked — in interviews, in architecture review boards, and by the person who has to run the thing at 3 AM. Every answer states the trade-off rather than the slogan, and says when the obvious choice is the wrong one.

All areas2741 Architecture Fundamentals81 Distributed Systems101 Data Architecture90 Cloud Architecture87 Networking86 API & Integration Architecture78 Reliability & Resilience99 Observability92 Performance & Capacity Engineering90 Security Architecture95 Cost Architecture & FinOps92 Business Architecture93 Architecture Communication91 Enterprise Architecture91 Legacy Modernization92 AI-Era Architecture96 Software Architecture & Engineering84 Architecture Patterns84 Architecture Decision-Making91 The Architect's Meta-Skills92 Delivery & Release Engineering93 Platform Engineering & Developer Experience92 Testing & Quality Architecture102 Data Platform Architecture98 Streaming & Real-Time Data93 Data Governance & Semantics91 Frontend & Experience Architecture91 Edge, Mobile & IoT88 Regulatory & Data Protection Architecture90 Assurance, Audit & Model Risk98
Difficulty Any beginner intermediate advanced

98 questions in Assurance, Audit & Model Risk.

  1. Design Authority advanced

    What makes an architecture design authority useful rather than an obstacle?

    1 min answer design-authoritydecision-rightsgovernanceenablement
  2. Exception & Waiver Management intermediate

    A platform team introduces time-boxed waivers so that teams can ship against a policy exception with a stated expiry rather than waiting for a fix. Delivery speeds up. What has the organisation given up, and when does that bill arrive?

    3 min answer waiversexceptionspolicydebt
  3. Exception & Waiver Management intermediate

    A standard cannot be met for a legitimate case. What should the exception process look like, and what does the register tell you?

    2 min answer growwexceptionswaiversregister
  4. Exception & Waiver Management intermediate

    Exceptions to standards are granted and accumulate indefinitely. What should the waiver process look like?

    1 min answer waiversexceptionsexpiryrisk-acceptance
  5. Exception & Waiver Management advanced

    Your architecture waiver register has 340 open exceptions, 60% past their expiry date. What does this tell you and what do you do?

    2 min answer governanceriskstandards
  6. Exception & Waiver Management intermediate

    Your exception register has grown from 12 to 90 waivers in eighteen months and none have been closed. What does this tell you and what do you do?

    2 min answer governanceexceptionsstandardsrisk
  7. Exception & Waiver Management advanced

    Your policy gate reads each waiver's expiry at evaluation time and blocks when it has passed. Sixty waivers granted against the same standard during one six-week release freeze all share an expiry date next Tuesday. Walk through what happens from Tuesday morning.

    3 min answer gitlabwaiversexpirypolicy-gates
  8. Human-in-the-Loop Design beginner Multiple choice

    A claims system shows the reviewer a risk score of 0.87, the recommendation Reject, and a confirm button with the recommendation already selected. Median time on screen is 4 seconds. Audit records this as human oversight. What is the smallest change that makes the oversight real?

    2 min answer human-in-the-loopautomation-biasoversightui-as-control
  9. Human-in-the-Loop Design advanced

    A fraud system routes flagged transactions to human reviewers, who approve or reject within a target of 4 minutes each. A campaign triples flagged volume overnight. Reviewer headcount is unchanged. What happens to the quality of the human oversight, and what should the design do about it?

    2 min answer human-in-the-loopautomation-biascapacityqueueing
  10. Human-in-the-Loop Design advanced

    A high-consequence decision requires human oversight of an automated recommendation. What makes that oversight meaningful rather than nominal?

    2 min answer human-oversightautomation-biasworkflowaccountability
  11. Human-in-the-Loop Design advanced Multiple choice

    An anti-fraud system routes flagged transactions to human reviewers. Audit shows reviewers approved 98% of cases with a median handling time of 3 seconds. The control is documented as human oversight. What is the most accurate finding?

    3 min answer human oversightautomation biasthroughputcontrols
  12. Human-in-the-Loop Design advanced

    An approval step has a 99.8% approval rate. What does that tell you and what would you change?

    2 min answer human-in-the-looprubber-stampingescalationautomation-bias