CDPSE Privacy Engineering Practice Question
An organization uses a 'Privacy-preserving Synthetic Data' generator. What is the primary purpose of this tool in a development environment?
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
✓
To enable testing without using actual production PII
Synthetic data mimics the statistical properties of real data without containing actual PII, allowing devs to test without privacy risk.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
To replace the need for database backups
Why it's wrong here
Synthetic data is not for data recovery purposes.
- ✓
To enable testing without using actual production PII
Why this is correct
Synthetic data allows functionality testing while ensuring no real user data is exposed.
- ✗
To verify the identity of developers
Why it's wrong here
Synthetic data has no role in IAM.
- ✗
To increase the accuracy of machine learning models
Why it's wrong here
Synthetic data is often used for training, but its primary purpose in privacy is risk reduction.
About these practice questions
Courseiva writes every CDPSE question from scratch — 215 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or 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 CDPSE 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 CDPSE exam.