Lesson 1
Ambiguity in Performance Metrics
Judging model quality when metrics conflict or drift.
Start2 Micro-lessons
Micro lesson 1
Metric Drift Without Clear CauseMicro lesson 2
Conflicting Metrics and Hidden Trade-offsLesson 2
Detecting Harmful Feedback Loops
Recognizing when monitoring amplifies error or bias.
Start2 Micro-lessons
Micro lesson 1
Monitoring That Amplifies BiasMicro lesson 2
Delayed Consequences of Over-MonitoringLesson 3
Knowing When Not to Intervene
Restraint in reacting to performance signals under uncertainty.
Start2 Micro-lessons
Micro lesson 1
Resisting Immediate FixesMicro lesson 2
Accepting Uncertainty in Model Monitoring