September 11, 2025

What We Learned from Reviewing 10,000 Charts

After 10,000 chart reviews, we’ve learned what works: unbiased reviewers, structured reports, random sampling, and fast, digital workflows.

Insights That Can Help Any FQHC or CAH Improve Quality, Compliance, and Provider Satisfaction

After reviewing over 10,000 patient charts across hundreds of health centers, we’ve identified common patterns, challenges, and best practices that define a high-impact peer review program. Here’s what we’ve learned — and what it means for your organization.

1. Providers Pay Attention When the Review Is Done Right

When reviews are substantive, specific, and conducted by a true peer in the same specialty, providers are not only receptive — they’re eager to read the feedback. In fact, many providers actively request their reviews because the insights help them improve and validate their clinical decisions.

Key takeaway: Respect providers' time by ensuring the review is meaningful, unbiased, and relevant to their field.

2. Peer Review Should Not Be a Punishment

Too often, organizations use peer review only in response to negative events or adverse outcomes. But the most effective programs incorporate random sampling of everyday encounters — identifying potential issues before they lead to harm.

This approach surfaces suboptimal patterns of care (like inconsistent documentation or unnecessary testing) and allows you to make improvements proactively.

Pro tip: Use random sampling to reveal trends and build a stronger culture of continuous improvement.

3. External Reviewers Reduce Politics and Bias

One of the most consistent problems we see? Internal reviewers often feel uncomfortable critiquing colleagues — especially in small or tight-knit teams. Peer review done by friends, rivals, or potential career gatekeepers is a recipe for bias or inaction.

Solution: Outsourcing reviews, even partially, removes politics from the process and improves the objectivity of the findings.

4. The Best Reports Are Clear, Structured, and Specialty-Specific

Great peer review reports follow a consistent structure:

  • A clear table of 5–10 charts reviewed
  • Specialty-specific questions with Yes / No / N/A answers
  • Comments for every deficiency
  • Overall summary and recommendations
  • Optional positive feedback
  • Suggested remediation (if applicable)
  • Department-level rollups for broader insights

This format helps providers understand the results at a glance and drives real change.

5. Make It Easy: Digital, Fast, and Streamlined

Reviewing physicians already have a full plate. Your process shouldn’t add to it.

We’ve found that high-performing organizations prioritize a fully digital peer review process — with preloaded charts, templated questions, auto-saving, and minimal clicks. A good target: 45–60 minutes to review 5 charts.

And turnaround time matters. Reviews returned in 10–14 days are more actionable and impactful than those that take months to finalize.

Focus your effort on the review analysis, not chasing paperwork.

Final Thoughts: Building a Better Peer Review Culture

10,000 charts later, here’s the bottom line:

  • Reviews should be routine, not reactive
  • Reviews should be welcomed, not feared
  • And reviews should be easy, not exhausting

When you do it right, peer review becomes a cornerstone of quality improvement — not just a compliance chore.

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Jerrod Bailey

Jerrod Bailey is the CEO of Medplace, an app built for healthcare, legal, and insurance industries to streamline their case and peer review processes. He holds over 20 years of experience in venture-backed technology companies and specializes in healthcare technology development and human-centered user experience design. Jerrod has helped launch over 100 technology start-ups, including corporate new ventures with American Express, Intel, and other notable names.

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Sep 11, 2025