A family medicine practice added two part-time physicians over 18 months. Access improved briefly, then wait times crept back up. The medical director pulled panel reports and found the problem: one full-time physician was attributed 2,400 patients, a 0.6 FTE was carrying 1,900, and neither panel had been adjusted since the new providers started. Patients were being attributed by insurance assignment, not by who they actually saw. The data looked fine on the surface, but the workload was not. 

By the time patient panel issues are identified, it’s usually been building for months. A structured approach to panel management helps practices stay ahead of it. 

The case for standardization 

Most practices have some version of panel management, but the process is rarely standardized, regularly reviewed, or tied to real operational decisions. Common failure points include: 

• No shared definition of “active patient,” leading to inflated panel counts and misdirected outreach 
• Panel sizes set once and never revisited when provider FTE or patient complexity changes 
• Scheduling templates that don’t reflect actual demand, creating a backlog that looks like a capacity problem but is really an imbalance problem 
• Burnout risk that goes undetected because no one is tracking panel load alongside provider well-being data. 

This is how some providers are consistently overloaded, others are underutilized, patients wait longer than they should, and care gaps accumulate. 

How to use the checklist 

The MGMA Panel Size Management Checklist is designed for three key situations: when a practice is setting up or revisiting its panel management approach for the first time; when a provider joins, leaves, or changes FTE; and as part of a regular operational review cycle (quarterly is recommended for most practices). 

The checklist covers several operational areas. Work through them in sequence or focus on the sections most relevant to your current situation. 

1. Accurate panel attribution: Standardize what counts as an active patient (typically seen in the past 12–18 months), remove deceased, duplicate, and inactive records, and automate attribution by PCP or care team through your EHR. Clean data is the foundation of every other decision on the checklist. 
2. Right-sizing panels: Observed panel sizes for a 1.0 FTE PCP typically range from about 1,200 to 1,900 patients — with the right number for any given provider depending on visit capacity, patient complexity, and how much care team support is in place to share the workload. Adjust for HCC scores, chronic condition burden, and age distribution. Monitor time-to-third-next-available as a real-time demand signal. 
3. Panel management strategy: Use care team roles (RNs, MAs, community health workers) to distribute tasks. Risk-stratify your panel so proactive outreach is focused where it matters most—not spread equally across everyone. 
4. Scheduling and access: Balance same-day urgent slots with routine and preventive care. Flag patients with frequent utilization or significant care gaps using registry dashboards so those needs get addressed proactively rather than episodically. 
5. Compensation and burnout risk: Incorporate panel size and quality outcomes into comp conversations, not just RVUs. Monitor burnout indicators when panel sizes exceed roughly 1,800 without strong team support in place. 
6. Monitoring, technology, provider matching, and communication: The remaining checklist sections cover ongoing metrics review, registry and telehealth integration, patient-provider continuity, and how to keep both providers and patients informed when panels shift. 

Conclusion 

Panel size management affects access, care quality, provider sustainability, and practice performance. The MGMA Panel Size Management Checklist gives practice leaders a structured way to do this work consistently so the decisions are based on current reality, not outdated assumptions.