Continuous monitoring with a scheduled retraining | AIGP
7-day money-back guarantee — full refund within 7 days of purchase if you've completed under 20% of the questions. See pricing →
Certifications Tools Flashcards Career Paths Exam Guides Blog Pricing For Teams About

Language

✓ EnglishDeutschEspañolFrançaisPortuguês
Check readiness — free →

Continuous monitoring with a scheduled retraining: Which ongoing governance practice most directly addresses

AIGP Understanding How to Govern AI Deployment and Use Medium

Drift-driven accuracy loss is addressed by continuous monitoring plus a scheduled cadence of maintenance, updates and retraining.

The question

Six months after launch, a demand-forecasting model's accuracy is slipping because customer behavior has shifted away from the patterns in its training data. Which ongoing governance practice most directly addresses this degradation?

Preparing for AIGP? Take the free 5-min readiness quiz →

  1. A one-time pre-deployment impact assessment of the selected model
    A valid earlier step, but a single pre-launch assessment cannot correct accuracy that drifts months after go-live.
  2. An external communication plan describing the outage to customers
    Sometimes useful, yet communicating about degradation does not restore the model's accuracy against shifting data.
  3. A licensing review confirming the contractually permitted deployment scope
    A legitimate due-diligence task, but contract scope is unrelated to correcting drift-induced performance decline.
  4. Continuous monitoring with a scheduled retraining and update cadence ✓
    Detecting drift-driven accuracy loss and scheduling retraining is exactly continuous monitoring paired with a maintenance cadence.
The trap
Believing a single pre-deployment assessment substitutes for ongoing monitoring and scheduled retraining once data drifts.

How to remember it

Drift-driven accuracy loss is addressed by continuous monitoring plus a scheduled cadence of maintenance, updates and retraining.

How many of these would you get right?

One of 1581 AIGP questions on Certsqill. Take a free five-minute check and see your score per domain — not one number, but which section to open tonight.

Test your AIGP readiness — free

More Understanding How to Govern AI Deployment and Use questions

Part of the Certsqill AIGP question bank · Understanding How to Govern AI Deployment and Use · Every answer, right and wrong, comes with its own explanation.