Lesson 1Ambiguity in Data IntegrationJudging when to merge, ignore, or delay integrating city data sources.Start2 Micro-lessonsMicro lesson 1Conflicting Data StreamsMicro lesson 2Delayed Integration Consequences
Lesson 2Scaling and DegradationRecognizing subtle failures as platforms scale and resisting premature optimization.Start2 Micro-lessonsMicro lesson 1Scaling Under PressureMicro lesson 2Premature Optimization Trap
Lesson 3Long-Term Data GovernanceCalibrating decisions for sustainable city data management and avoiding irreversible mistakes.Start2 Micro-lessonsMicro lesson 1Irreversible Data DecisionsMicro lesson 2Compounding Policy Errors