The Analytics Challenges at the Center of Specialty Value-Based Care

Specialty value-based care has entered a new phase in which the success or failure of a contract can hinge on surprisingly small analytical definitions. A slight change to attribution logic, exclusion criteria, or qualifying encounters can materially alter both the economics and operational reality of a specialty risk arrangement.

For years, most value-based care infrastructure has been designed around primary care models. Attribution logic is comparatively broad, populations are relatively stable, and analytics workflows tend to focus on total cost of care, preventive utilization, and longitudinal population management.

Specialty value-based care is fundamentally different.

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