Lesson 1
Ambiguity in Metrics
How unclear metrics distort model evaluation.
Start2 Micro-lessons
Micro lesson 1
Metric Drift Under PressureMicro lesson 2
Ambiguous Success CriteriaLesson 2
Trade-offs and Hidden Costs
Recognizing the cost of optimizing for one metric over another.
Start2 Micro-lessons
Micro lesson 1
Optimizing One Metric, Ignoring OthersMicro lesson 2
Short-Term Wins, Long-Term LossesLesson 3
Long-Term Consequences
Understanding delayed effects of evaluation choices.
Start2 Micro-lessons
Micro lesson 1
Delayed Feedback LoopsMicro lesson 2
Knowing When Not to Act