AAIA AI Operations Practice Question
What is the consequence of 'Pipeline Staleness' in an AI system?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Model degradation due to outdated data
If the pipeline is not refreshed, it trains on outdated data, leading to model degradation.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Model degradation due to outdated data
Why this is correct
Outdated data is the primary cause of poor results.
- ✗
Unauthorized access
Why it's wrong here
Security issue.
- ✗
Increased hardware costs
Why it's wrong here
Financial issue.
- ✗
System crash
Why it's wrong here
Staleness is not a crash.
About these practice questions
This AAIA question is part of Courseiva's 209-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official ISACA exam blueprint
This AAIA practice question is part of Courseiva's free ISACA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AAIA exam.