Ethics, Integrity and Aptitude

Digital responsibility and AI decisions

A first-time GS IV learner who can read analytical prose and knows the broad role of public administration. No philosophy or psychology degree assumed.

Includes

• Assigned sections and concise recall notes
• Available mapped practice and analysis of mistakes
• One initial closed-book review

Separate time needed

• Full-length GS IV mocks
• Repeated revision cycles
• Specialist philosophy or psychology coursework
• Professional ethics certification

Editorial planning estimate; not learner timing data

• Recommendation on the Ethics of Artificial Intelligence (2021) ↗

  Paragraphs 25–30, 32–43 and 112–114: proportionate use, fairness, privacy, oversight, explanation, accountability and information. UNESCO recommendation adopted in 2021; not a national statute.