Which of the following job roles in an organizational governance structure develops a model from
business use cases?
A.
Platform architect
B.
AI risk analyst
C.
Machine learning operations(MLOps) engineer
D.
Data scientist
Correct Answer: D
Explanation:
Basic Concept: In AI governance, each role holds distinct responsibilities. Understanding these roles is core to CompTIA SecAI+ Domain 4 (AI Governance, Risk, and Compliance).
Why D is Correct: The Data Scientist is responsible for translating business use cases into working
AI/ML models. They analyze business requirements, identify the appropriate machine learning
approach, and develop models that fulfill specific business objectives. According to the CompTIA
SecAI+ Study Guide, data scientists bridge raw data and actionable AI solutions by building and
validating models derived from business-driven needs.
Why A is Wrong: A Platform Architect designs and manages the infrastructure and technical
platforms hosting AIsystems. Their focusis architectural design of the environment, not model
development from business use cases.
Why B is Wrong: An AI Risk Analyst identifies, evaluates, and mitigates risks associated with AI
adoption. Their role is governance and risk-oriented, not model creation.
Why C is Wrong: An MLOps Engineer operationalizes, deploys, monitors, and maintains AI models in
production. They take models already built by data scientists and ensure reliable operation at scale,
not develop them from business use cases.