DA0-002 Data Governance Practice Question
During a presentation, a stakeholder questions the validity of a correlation found. What is the best response?
⚠ Common exam trap
It's easy for candidates to confuse statistical significance (p-value) or sample size with validity of a correlation, overlooking the core principle that correlation does not imply causation, which is a classic pitfall in data interpretation questions.
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
✓
Correlation does not imply causation, but we can perform further analysis.
It directly addresses the stakeholder's concern about validity by acknowledging the fundamental statistical principle that correlation does not imply causation. It then proposes a constructive next step—further analysis—which aligns with best practices in data communication, where validating insights requires additional testing (e.g., controlled experiments or causal inference methods). This response demonstrates both technical honesty and a commitment to rigorous data-driven decision-making.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Correlation does not imply causation, but we can perform further analysis.
Why this is correct
This response is honest and proposes next steps.
- ✗
We can accept the correlation as true.
Why it's wrong here
Accepting correlation without caution ignores potential confounding factors.
- ✗
We used a large sample so it's valid.
Why it's wrong here
Large sample size does not confirm causation.
- ✗
The p-value is low, so it's significant.
Why it's wrong here
Statistical significance does not guarantee practical or causal relevance.
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JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This DA0-002 practice question is part of Courseiva's free CompTIA 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 DA0-002 exam.