1. Administrative Burden and the Once-Only Principle
4 lessonsUnderstand how fragmentation creates duplicate reporting and the design principles that enable safe data reuse.
2. Building Trusted Sources of Truth
5 lessonsDesign authoritative registries and validation workflows that serve as reliable foundations for data reuse.
3. Entity Resolution and Identity Linking
5 lessonsImplement techniques to match and link records across systems without creating duplicate or orphaned entities.
4. Interoperability Architecture and Data Exchange
5 lessonsDesign APIs, schemas, and exchange protocols that enable secure, standardized data sharing between authorities.
5. Consent, Authorization, and Access Control
4 lessonsBuild frameworks that let users control who reuses their data and under what conditions.
6. Audit Trails, Accountability, and Compliance
5 lessonsDesign logging and oversight mechanisms that make data reuse auditable and legally defensible.
7. AI-Assisted Workflows in Once-Only Systems
6 lessonsIntegrate classification, extraction, and matching models into governed administrative pipelines.
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