Lesson 1Ambiguity in Algebraic RepresentationJudging when algebraic models mislead under uncertainty.Start2 Micro-lessonsMicro lesson 1Ambiguous Inputs: When Data Is UnclearMicro lesson 2Overfitting: False Certainty in Models
Lesson 2Trade-Offs in Variable SelectionRecognizing hidden costs when choosing variables for modeling.Start2 Micro-lessonsMicro lesson 1Variable Inflation: Adding Too Many VariablesMicro lesson 2Ignoring Interactions: Missing Compounding Effects
Lesson 3Long-Term Effects of Model CalibrationUnderstanding delayed consequences of calibration decisions.Start2 Micro-lessonsMicro lesson 1Calibration Drift: Small Errors Over TimeMicro lesson 2Premature Adjustment: Acting Before Patterns Emerge