Physician Leadership Journal Peer reviewed
Improving Accuracy in HCC Coding Through Clinician Engagement
This project improved HCC documentation accuracy by educating clinicians on VBC, RAF scores, and coding, using leaderboards and nonmonetary incentives to foster a culture valuing accurate documentation, chronic care management, and resource alignment.
September/October 2026 Vol. 13, No. 5 pp. 25–32 DOI: 10.55834/plj.2681825350
Abstract
This project aimed to sustainably improve the accuracy and consistency of annual Hierarchical Condition Categories (HCC) documentation through enhanced clinician engagement. All clinicians in an academic primary care practice received one-on-one education on value-based care (VBC), Risk Adjustment Factor (RAF) scores, HCC coding, and problem‑list hygiene. Clinicians were encouraged to assess HCCs during visits or scheduled follow-ups to close all annual HCC gaps. Regular leaderboard‑style performance reports with named rankings were distributed. While educational sessions were required, documentation changes remained voluntary. Nonmonetary incentives were offered to top performers. HCC performance was tracked using electronic health record‑based analytics across two annual measurement periods. Transparent education, respect for clinician autonomy, nonpunitive competition, and meaningful nonmonetary incentives motivated clinicians to devote dedicated attention to HCC coding. Sustained year‑two improvement strengthened RAF score fidelity and supported reinvestment in team‑based care. The intervention helped shift the culture toward viewing HCC review, chronic condition management, problem‑list hygiene, and accurate documentation as essential to representing patient complexity and securing resources for high‑quality primary care.
