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Cover Image for Designing API Versioning for Healthcare Reference Data: Stability, Change Management, and Deprecation
Data Infrastructure & Technical Guides

Designing API Versioning for Healthcare Reference Data: Stability, Change Management, and Deprecation

Healthcare reference data APIs serve integrations that depend on data stability. Designing API versioning requires balancing stability for existing integrations with the need to introduce improvements...

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Market Access & Pricing Analytics

Drug Pricing Data Fragmentation: WAC, ASP, and AWP Across Public Sources

Drug pricing in the United States is characterized by multiple reference prices, each serving a different purpose. Understanding these pricing measures and their fragmentation across public sources is...

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Clinical Research Data Insights

Linking Clinical Trials to Principal Investigators: A Structured Data Challenge

Clinical trial registries represent investigators as text fields rather than structured entities. Connecting trials to investigators requires entity resolution across fragmented data sources.

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Regulatory Intelligence

Understanding FDA Orphan Drug Designations: What the Data Reveals About Rare Disease Development Incentives

The FDA's Orphan Drug Designation program provides incentives for developing therapies targeting rare diseases. Structured regulatory data provides insight into designation patterns and therapeutic ar...

Cover Image for How Reference Data Quality is Measured: Completeness, Consistency, and Lineage in Healthcare Datasets
Data Methodology & Quality

How Reference Data Quality is Measured: Completeness, Consistency, and Lineage in Healthcare Datasets

Healthcare reference data forms the foundation for research, compliance, and strategic analysis. Understanding how data quality is measured helps organizations evaluate whether a dataset is fit for th...