Define monitored retraining triggers and approval criteria: What control is most directly missing?
Observed format and subgroup changes require explicit retraining triggers and approval criteria rather than reliance on a fixed calendar.
The question
A financial-document processor is retrained every quarter. A new document format has appeared, and error rates for one document subgroup are rising, but the scheduled retraining date is weeks away. Existing monitoring and ownership controls are documented. What control is most directly missing?
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- Define monitored retraining triggers and approval criteria ✓Documented triggers linked to format changes and subgroup performance enable timely, governed retraining decisions outside an arbitrary calendar schedule.
- Add a second quarterly retraining cycleAnother fixed schedule does not respond to the observed format change and subgroup errors through explicit evidence-based intervention criteria.
- Ask the vendor to certify quarterly model accuracySupplier certification does not address emerging formats or subgroup deterioration and cannot substitute for deployment-specific monitoring thresholds.
- Replace the processor with a manual workflowManual processing may be an eventual fallback, but the stated gap is controlled criteria for deciding when retraining is warranted.
The trap
When conditions change before a scheduled cycle, look for explicit thresholds and approval rules that activate earlier review. How to remember it
Observed format and subgroup changes require explicit retraining triggers and approval criteria rather than reliance on a fixed calendar.
How many of these would you get right?
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