Rick Devoss, Cathy J. Bradley, Richard Lindrooth, Lindsay M. Sabik, Marcelo Perraillon
2026.4.14MEDICAL CARE RESEARCH AND REVIEW
Abstract
All-payer claims databases (APCDs) comprise claims from multiple payers that can be traced to a single patient. To correctly estimate cost-sharing for an individual patient, we developed an algorithm to reconcile payments from secondary and tertiary payers to claims that are not fully covered by primary insurance. In a Colorado APCD cancer cohort (n = 70,100), reconciliation of claims across multiple payers markedly lowered estimated cost-sharing for patients with more than one source of coverage ($5,544 (no reconciliation); $5,013 (primary payer only) to $1,580). The largest reductions in cost-sharing after reconciliation were for individuals with Traditional Medicare with Medigap ($6,449→$1,123; Δ = -$5,326), dual Medicare-Medicaid ($4,439→$2,340; Δ = -$2,099), and Medicaid-commercial ($2,708→$2,009; Δ = -$699). Excluding secondary payments from estimates of cost-sharing systematically inflates cost-sharing estimates. A transparent reconciliation algorithm is necessary to correctly estimate cost-sharing and is recommended for researchers and policymakers who use the APCD for estimating costs across payers and to the patient.
Citation format
DEVOSS, Rick, et al. Estimating true patient cost-sharing burden: Multi-payer claim reconciliation in an all-payer claims database. MEDICAL CARE RESEARCH AND REVIEW, 2026: 10775587261437729.