Privacy Management & Data Protection Topics
Privacy compliance, data protection frameworks, privacy incident investigation, and regulatory requirements. Covers privacy impact assessments, data classification, regulatory interpretation, and privacy-first operational practices.
Security and Privacy in Product and Program Design
How to integrate security and privacy into product and program planning. Includes mapping data flows through systems, identifying where personally identifiable information is created and stored, applying privacy by design principles such as data minimization and lifecycle management, specifying compliance requirements like GDPR or industry specific regulations, and planning access controls and auditability. Also covers how security and privacy requirements constrain scope, timelines, resourcing, and cross functional collaboration and when to escalate to specialist teams.
Compliance Risk Assessment and Prioritization
Covers the end to end process for identifying and prioritizing compliance obligations and risks across an organization. Candidates should be able to describe how to define the compliance universe by cataloging applicable regulations, laws, standards, contractual requirements, and internal policies and then map those obligations to business processes and systems. Includes approaches to risk assessment such as identifying threats, vulnerabilities, and impacts, using risk formulas for likelihood and severity, and choosing between quantitative and qualitative techniques. Includes risk scoring, risk based testing and test case prioritization, and methods to balance testing thoroughness with time and resource constraints. Encompasses compliance gap analysis, development of phased implementation roadmaps, sequencing of remediation work, trade off decisions between quick wins and long term initiatives, and communication of priorities and findings to stakeholders. Also covers operationalization practices for tracking progress, measuring risk reduction, and adjusting prioritization as business context or regulatory requirements change.
Ethical Judgment and Confidentiality
Assesses ethical decision making and stewardship of sensitive or confidential information encountered on the job. Topics include identifying what information is private or sensitive (e.g. personnel records, customer data, financial or proprietary business information), applying confidentiality safeguards, balancing transparency with privacy and fairness, documenting decisions while protecting sensitive data, escalating to legal or senior leadership when appropriate, avoiding conflicts of interest, and recognizing and mitigating bias in judgment calls. Candidates should be able to describe concrete examples where they applied ethical judgment in ambiguous situations and explain their reasoning and the outcome.