Upon completion of this unit, learners: Demonstrate understanding of the purpose and mechanics of risk adjustment models. Interpret the role of risk scoring in value-based and population-based reimbursement systems. Analyze how accurate documentation and coding influence fair payment. Compare and contrast risk adjustment methods across public and commercial payers. Evaluate how under-coding and risk misalignment affect reimbursement outcomes. Apply data-driven reasoning to estimate reimbursement based on patient risk profiles. Integrate financial, clinical, and compliance perspectives to support organizational readiness for risk-adjusted models.

Completion of Module on Health Care Payment Models is recommended. Learners should have prior knowledge of fee-for-service, capitation, bundled payments, and value-based care models to understand the transition toward risk-adjusted payment systems.

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This unit benefits healthcare administrators, financial analysts, reimbursement specialists, population health managers, actuaries, and coding professionals involved in managing payer relationships or value-based contracts. It is also valuable for clinicians and compliance officers seeking to understand how accurate documentation and coding influence reimbursement under risk-adjusted systems. Learners gain essential knowledge to participate effectively in Medicare Advantage, ACO, and risk-bearing organizational frameworks.