What Were Looking For
Were hiring a mid-level Data Modeler to turn diverse healthcare and commercial data into curated trusted analytics within Microsoft Fabric. Youll design Gold-layer star schemas and Power BI semantic models to support PCCAs core domains: product/APIs catalog membership and education programs customer orders and fulfillment cleanroom services USP compliance and regulatory tracking clinical/formulary usage and operational quality. Youll partner with data engineering and BI to move data from Bronze Silver Gold in a Medallion architecture and deliver certified performant metrics for leadership and operational teams.
What You Will Do
- Design dimensional models in the Gold layer for PCCA domains:
- Commercial/Operations: Orders and order lines inventory availability shipment/fulfillment returns pricing promotions member subscriptions.
- Membership/Education: Membership lifecycle entitlements course enrollments and completions (CE) event attendance certifications.
- Product/Clinical: Product catalog (APIs bases devices) formulations/recipes and versioning stability/BUD attributes allergens SDS/CoA linkage.
- Compliance/Quality: USP 795/797/800 compliance data audit findings corrective actions sensitivity labeling support case/ticketing.
- Define model grain surrogate keys conformed dimensions (e.g. Customer/Account Product Practitioner Date Geography) and role-playing dimensions.
- Implement SCD Type 1/2 in Delta (Warehouse/Lakehouse) for key dims (Customer Product Practitioner Membership).
- Handle late-arriving facts/dimensions inferred members and bridge tables for many-to-many (e.g. formulation multiple actives/allergens).
- Build and maintain Power BI semantic models:
- Clean star schemas relationship management hierarchies display folders.
- Author DAX measures for revenue margin order volume fill rates/OTIF inventory days membership MRR/retention/churn education completions compliance KPIs.
- Implement time intelligence (MTD/QTD/YTD PY) semi-additive measures (inventory snapshots).
- Configure incremental refresh aggregations where needed and Row-Level Security (e.g. by region/account team).
- Optimize performance and cost:
- Propose partitioning/clustering/Z-ordering strategies in Delta; consider Warehouse materialized views for heavy rollups; reduce cardinality in Power BI; choose pre-aggregation vs. Aggregations in PBI.
- Collaborate on Medallion data flow:
- Specify Silver contracts and quality checks (dedupe CDC alignment schema expectations).
- Review Pipelines/Dataflows Gen2/Notebooks outputs for model-readiness and effective dating.
- Governance and documentation:
- Maintain data dictionaries lineage SCD behavior and certified metric definitions; apply sensitivity labels and endorsements.
Who You Are
Must Have Qualiffications
- 35 years in data modeling or analytics engineering with strong SQL.
- Hands-on Microsoft Fabric:
- Lakehouse/Warehouse OneLake Delta tables Dataflows Gen2 or Pipelines; familiarity with SQL endpoint usage.
- Dimensional modeling proficiency:
- Star schemas; fact types (transactional periodic snapshot accumulating); bridge tables for M:N; degenerate and junk dimensions.
- SCD Type 1/2 with MERGE; effective/expiry dating; handling late-arriving data.
- Power BI semantic modeling and DAX:
- Clean tabular model design; CALCULATE/KEEPFILTERS/USERELATIONSHIP; date intelligence; semi-additive measures; model properties (data types sort-by formatting).
- Incremental refresh; basic aggregations; RLS.
- Data quality and governance:
- Define tests (unique/not-null/accepted values) document metrics manage endorsements; apply sensitivity labels for PII/regulated data.
- Communication:
- Translate stakeholder requirements into grain/facts/dimensions and certified measures; collaborate across DE BI and business teams.
Nice-to-Have Qualifications
- Healthcare/life sciences or pharmacy domain exposure:
- Product master for APIs/bases/devices SDS/CoA linkages allergens formulations and versioning USP compliance artifacts membership programs and CE tracking.
- Performance tuning in Fabric:
- Warehouse materialized views/indexing Delta OPTIMIZE and Z-ordering partition pruning; direct lake/direct query/composite model patterns.
- Testing/observability:
- Power BI dataset testing patterns; data freshness/volume drift monitoring.
- Git workflows:
- Power BI Projects (.pbip) Fabric Git integration environment-based deployment pipelines.
- Experience with calculation groups for time intelligence; metric layer governance.
Who We Are
PCCA helps pharmacists and prescribers create personalized medicine that makes a difference in patients lives. As a complete resource for independent and health system compounding pharmacists PCCA provides high-quality products education and support to more than 3000 pharmacies throughout the United States Canada Australia and other countries around the world. Incorporated in 1981 by a network of pharmacists PCCA has supported pharmacy compounding for more than 40 years. Learn more at .
What Were Looking ForWere hiring a mid-level Data Modeler to turn diverse healthcare and commercial data into curated trusted analytics within Microsoft Fabric. Youll design Gold-layer star schemas and Power BI semantic models to support PCCAs core domains: product/APIs catalog membership and educat...
What Were Looking For
Were hiring a mid-level Data Modeler to turn diverse healthcare and commercial data into curated trusted analytics within Microsoft Fabric. Youll design Gold-layer star schemas and Power BI semantic models to support PCCAs core domains: product/APIs catalog membership and education programs customer orders and fulfillment cleanroom services USP compliance and regulatory tracking clinical/formulary usage and operational quality. Youll partner with data engineering and BI to move data from Bronze Silver Gold in a Medallion architecture and deliver certified performant metrics for leadership and operational teams.
What You Will Do
- Design dimensional models in the Gold layer for PCCA domains:
- Commercial/Operations: Orders and order lines inventory availability shipment/fulfillment returns pricing promotions member subscriptions.
- Membership/Education: Membership lifecycle entitlements course enrollments and completions (CE) event attendance certifications.
- Product/Clinical: Product catalog (APIs bases devices) formulations/recipes and versioning stability/BUD attributes allergens SDS/CoA linkage.
- Compliance/Quality: USP 795/797/800 compliance data audit findings corrective actions sensitivity labeling support case/ticketing.
- Define model grain surrogate keys conformed dimensions (e.g. Customer/Account Product Practitioner Date Geography) and role-playing dimensions.
- Implement SCD Type 1/2 in Delta (Warehouse/Lakehouse) for key dims (Customer Product Practitioner Membership).
- Handle late-arriving facts/dimensions inferred members and bridge tables for many-to-many (e.g. formulation multiple actives/allergens).
- Build and maintain Power BI semantic models:
- Clean star schemas relationship management hierarchies display folders.
- Author DAX measures for revenue margin order volume fill rates/OTIF inventory days membership MRR/retention/churn education completions compliance KPIs.
- Implement time intelligence (MTD/QTD/YTD PY) semi-additive measures (inventory snapshots).
- Configure incremental refresh aggregations where needed and Row-Level Security (e.g. by region/account team).
- Optimize performance and cost:
- Propose partitioning/clustering/Z-ordering strategies in Delta; consider Warehouse materialized views for heavy rollups; reduce cardinality in Power BI; choose pre-aggregation vs. Aggregations in PBI.
- Collaborate on Medallion data flow:
- Specify Silver contracts and quality checks (dedupe CDC alignment schema expectations).
- Review Pipelines/Dataflows Gen2/Notebooks outputs for model-readiness and effective dating.
- Governance and documentation:
- Maintain data dictionaries lineage SCD behavior and certified metric definitions; apply sensitivity labels and endorsements.
Who You Are
Must Have Qualiffications
- 35 years in data modeling or analytics engineering with strong SQL.
- Hands-on Microsoft Fabric:
- Lakehouse/Warehouse OneLake Delta tables Dataflows Gen2 or Pipelines; familiarity with SQL endpoint usage.
- Dimensional modeling proficiency:
- Star schemas; fact types (transactional periodic snapshot accumulating); bridge tables for M:N; degenerate and junk dimensions.
- SCD Type 1/2 with MERGE; effective/expiry dating; handling late-arriving data.
- Power BI semantic modeling and DAX:
- Clean tabular model design; CALCULATE/KEEPFILTERS/USERELATIONSHIP; date intelligence; semi-additive measures; model properties (data types sort-by formatting).
- Incremental refresh; basic aggregations; RLS.
- Data quality and governance:
- Define tests (unique/not-null/accepted values) document metrics manage endorsements; apply sensitivity labels for PII/regulated data.
- Communication:
- Translate stakeholder requirements into grain/facts/dimensions and certified measures; collaborate across DE BI and business teams.
Nice-to-Have Qualifications
- Healthcare/life sciences or pharmacy domain exposure:
- Product master for APIs/bases/devices SDS/CoA linkages allergens formulations and versioning USP compliance artifacts membership programs and CE tracking.
- Performance tuning in Fabric:
- Warehouse materialized views/indexing Delta OPTIMIZE and Z-ordering partition pruning; direct lake/direct query/composite model patterns.
- Testing/observability:
- Power BI dataset testing patterns; data freshness/volume drift monitoring.
- Git workflows:
- Power BI Projects (.pbip) Fabric Git integration environment-based deployment pipelines.
- Experience with calculation groups for time intelligence; metric layer governance.
Who We Are
PCCA helps pharmacists and prescribers create personalized medicine that makes a difference in patients lives. As a complete resource for independent and health system compounding pharmacists PCCA provides high-quality products education and support to more than 3000 pharmacies throughout the United States Canada Australia and other countries around the world. Incorporated in 1981 by a network of pharmacists PCCA has supported pharmacy compounding for more than 40 years. Learn more at .
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