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Healthcare Data Insights

In-depth guides, tutorials, and best practices for database design, data architecture, and healthcare data modeling.

Filter:All (11)Tools & ComparisonsHealthcare Data ModelingHealthcare Data PlatformsData ModelingHealthcareData ArchitectureSQL & PerformanceDatabase MigrationPharmacyData EngineeringData GovernanceCloud ArchitectureDDL & SQLHealthcare Standards

Healthcare Data Modeling Articles

11 articles

Showing 7–11 of 11 posts

Healthcare Data Modeling

Healthcare Data Models in Snowflake: Architecture, Performance, and Cost Optimization

Your Snowflake storage costs are climbing 40% per month. Queries are timing out. Your claims report just cost $847 to run. Here's how to build healthcare data models optimized for Snowflake's architecture—with clustering, materialized views, and cost controls.

10 min read·Mar 23
snowflakehealthcare
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Healthcare Data Modeling

Logical Data Models for Healthcare Risk Adjustment: Accuracy, HCCs, and CMS Reporting

CMS disallowed $4.2M in risk-adjusted payments because your data model couldn't prove HCC documentation. Here's how to build audit-ready risk adjustment models that track encounters, validate diagnoses, and survive RADV audits.

10 min read·Mar 23
healthcarerisk adjustment
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Healthcare Data Modeling

Logical Data Models for Healthcare Claims: Accuracy, Adjudication, and Payments

Your claims data warehouse reconciliation doesn't match the 835 remittance files. Counts are off. Paid amounts differ. Here's how to build claims data models that track the complete adjudication lifecycle and maintain financial accuracy.

10 min read·Mar 23
healthcareclaims
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Healthcare Data Modeling

Logical Data Models in Healthcare: Members, Claims, Providers, and Compliance

Your healthcare data warehouse has members, claims, and providers. But when compliance asks for HEDIS reports, your model breaks. Here's how to build logical data models that handle retroactive eligibility, claim adjustments, and regulatory compliance.

10 min read·Mar 23
healthcaredata modeling
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Healthcare Data Modeling

Why Your "Perfect" Logical Model Still Produces Bad Metrics

You spent months designing a logical data model. Your ERD is pristine. Then the metrics report lands on the CFO's desk—and nothing matches. Here's why even the best logical models produce garbage metrics in healthcare, and how to fix it.

10 min read·Mar 23
healthcaredata modeling
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