Sr. Manager, APM Modeling & Analytics
Why This Role Is Important to Arcadia
Arcadia is expanding its leadership in advanced alternative payment models (APMs), including CMS’ newly announced LEAD Model and other value-based initiatives. This role will report directly to the Chief Actuary, and serve as the enterprise owner of APM solutions, ensuring technical rigor and financial accuracy across our most strategic engagements.
You will not simply advise on strategy — you will own the math.
This includes full accountability for:
CMS APM (e.g., LEAD, TEAM, ACCESS, MSSP) solution development and implementation CMS data (e.g., VRDC, CCLF, BCDA) ingestion and execution Independent validation and quality controlsThis role requires deep understanding of CMS and other VBC models, expertise working with CMS data (e.g., VRDC, CCLF, BCDA), strong coding skills (e.g., SAS, Python, SQL), exceptional attention to detail in building and validating complex financial models at scale, and leadership in establishing and enforcing validation and quality assurance controls.
What Success Looks Like In 3 months- Develop deep working knowledge of CMS LEAD model methodology and financial mechanics
- Contribute to Arcadia’s market communications on the CMS LEAD model (e.g., whitepaper, customer discussions)
- Gain hands-on access to VRDC data sources and Arcadia’s data ingestion processes
- Understand existing Arcadia APM calculation logic and identify improvement opportunities
- Establish coding standards and validation protocols for actuarial model governance
In 6 months
- Develop CMS LEAD model financial calculations and underwriting framework in collaboration with actuaries
- Fully own other existing Arcadia CMS APM solutions (e.g., MSSP)
- Serve as the internal subject matter expert for CMS APM financial modeling
- Build reproducible, well-documented SAS and Python pipelines for:
- Customer data ingestion
- Benchmark construction
- Risk score development and normalization
- Trend and PMPM projections
- Savings/loss simulations
- Implement multi-layer QA processes and reconciliation procedures
In 12 months
- Deliver production-ready, validated CMS LEAD model outputs to clients
- Be recognized as Arcadia’s enterprise leader for APM financial modeling
- Establish formal governance for underwriting assumptions and change control
- Drive measurable financial accuracy and performance improvement across engagements
- Influence product roadmap to ensure actuarial precision is embedded in platform design
Why This Role Is Important to Arcadia
Arcadia is expanding its leadership in advanced alternative payment models (APMs), including CMS’ newly announced LEAD Model and other value-based initiatives. This role will report directly to the Chief Actuary, and serve as the enterprise owner of APM solutions, ensuring technical rigor and financial accuracy across our most strategic engagements.
You will not simply advise on strategy — you will own the math.
This includes full accountability for:
CMS APM (e.g., LEAD, TEAM, ACCESS, MSSP) solution development and implementation CMS data (e.g., VRDC, CCLF, BCDA) ingestion and execution Independent validation and quality controlsThis role requires deep understanding of CMS and other VBC models, expertise working with CMS data (e.g., VRDC, CCLF, BCDA), strong coding skills (e.g., SAS, Python, SQL), exceptional attention to detail in building and validating complex financial models at scale, and leadership in establishing and enforcing validation and quality assurance controls.
What Success Looks Like In 3 months- Develop deep working knowledge of CMS LEAD model methodology and financial mechanics
- Contribute to Arcadia’s market communications on the CMS LEAD model (e.g., whitepaper, customer discussions)
- Gain hands-on access to VRDC data sources and Arcadia’s data ingestion processes
- Understand existing Arcadia APM calculation logic and identify improvement opportunities
- Establish coding standards and validation protocols for actuarial model governance
In 6 months
- Develop CMS LEAD model financial calculations and underwriting framework in collaboration with actuaries
- Fully own other existing Arcadia CMS APM solutions (e.g., MSSP)
- Serve as the internal subject matter expert for CMS APM financial modeling
- Build reproducible, well-documented SAS and Python pipelines for:
- Customer data ingestion
- Benchmark construction
- Risk score development and normalization
- Trend and PMPM projections
- Savings/loss simulations
- Implement multi-layer QA processes and reconciliation procedures
In 12 months
- Deliver production-ready, validated CMS LEAD model outputs to clients
- Be recognized as Arcadia’s enterprise leader for APM financial modeling
- Establish formal governance for underwriting assumptions and change control
- Drive measurable financial accuracy and performance improvement across engagements
- Influence product roadmap to ensure actuarial precision is embedded in platform design
APM Model Ownership
CMS VRDC & Other Data Technical Execution
- Process large claims datasets
- Facilitate risk-adjustments
- Calculate, risk adjust, and project PMPM benchmarks
- Run sensitivity testing
- Conduct reconciliation and true-up calculations
- Ensure compliance with CMS methodological guidance
- Validate data integrity prior to model production
- Establish independent validation standards and ensure consistent adherence to these standards across the enterprise
- Create automated testing scripts and exception reporting to implement validation checks, parallel runs, and reconciliation frameworks
- Maintain version control, documentation, and auditability of all models at a sufficiently robust level to enable audits or CMS review