Test targeted rare failure scenarios: Which evidence best addresses this risk before purchase?
Targeted rare-scenario testing examines a consequential failure that aggregate validation may conceal.
The question
A company is procuring software that flags suspicious account activity. Average validation performance is strong, but a rare missed alert could permit a major unauthorized transfer. Which evidence best addresses this risk before purchase?
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- Conduct a general security review alongside standard functional acceptance testing.Security and functional reviews are valuable, but standard testing alone may not exercise the rare unauthorized-transfer pathway.
- Test targeted rare failure scenarios. ✓Targeted rare-scenario testing directly examines the severe condition that average validation can hide.
- Request the vendor’s overall benchmark accuracy and average recall.Aggregate metrics can obscure rare but consequential failures and do not demonstrate behavior in the specified severe scenario.
- Compare the software’s average results across several ordinary transaction samples.Ordinary samples may improve general confidence, but they do not deliberately expose the rare failure identified by procurement.
The trap
Match the test design to the stated failure mode, especially when frequency is low but consequences are high. How to remember it
Targeted rare-scenario testing examines a consequential failure that aggregate validation may conceal.
How many of these would you get right?
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Part of the Certsqill AIGP question bank · Understanding How to Govern AI Development ·
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