Early Intervention Preserves Fairness Most integrity issues can be resolved without escalation. Clear prompts and early intervention protect legitimate test takers and reduce unnecessary enforcement. Fairness and security aren’t in conflict — they depend on each other.
Detection without context creates noise. True security starts with understanding what normal behavior looks like before labeling anything as suspicious. In this video, I talk about why situational awareness is the foundation of fair and effective proctoring.
The best security design removes opportunity instead of relying on accusation.
Quiet controls and thoughtful restrictions protect integrity without disrupting honest test takers.
Good security does its job quietly.
#SecurityByDesign #ExamIntegrity #Proctoring
Doesn’t AI tools matter. But they’re not the strategy. Counter-AI plays an important role in detecting AI tool usage during exams, but it works best as part of a broader, security-based proctoring framework. Capabilities should support systems, not replace them.
#AIinEducation #ExamIntegrity #SecurityBasedDesign