04 · OPTIMIZE
Analytics & Optimization
How Do Health Systems Turn Epic Clarity and Caboodle Data Into Revenue Cycle Intelligence?
It starts with definitions rather than dashboards: APSIS agrees one definition for every measure, enforces it in Caboodle, and models denials against Clarity claim history so problems surface before a claim is submitted. That is what moves a health system from reactive reporting to predictive intelligence.
In plain terms: Clarity is Epic's reporting database, refreshed nightly from the live system. Caboodle is the data warehouse built for the cross-domain questions Clarity alone cannot answer. Revenue cycle intelligence means using both to see a denied claim coming before it is submitted.
Our analytics practice builds the infrastructure, models, and dashboards that connect raw data to decisions, anywhere from real-time sepsis risk scores delivered at the bedside to CFO-ready revenue cycle forecasts.
“Most health systems don’t have a data problem, they have a definitions problem. When Finance and Quality each compute ‘readmission’ differently, no dashboard will ever be trusted. The first thing we do on a Cogito engagement is get one definition agreed and enforced in Caboodle.”
Christopher Kaufman, VP of Epic Data & Analytics Engineering, APSIS Solutions
- Revenue cycle analytics with denial prediction and prevention models built on X12 837 and 835 transaction data, CARC and RARC denial codes, DRG and HCC risk adjustment
- Population health dashboards and risk stratification
- Clinical decision support implementation and optimization
- HL7 FHIR R4 data integration and interoperability architecture. FHIR R4 is the current standard for exchanging health data between systems over modern web APIs, conformant to US Core and USCDI v3
- Real-time reporting and enterprise data warehouse design across Epic Clarity and Caboodle, Snowflake, Databricks and dbt
- ML-ready data pipelines that convert structured healthcare data into rich, feature-ready formats ideal for AI and predictive modeling
Explore Analytics Services →