California's Medicaid pay-for-performance program requires safety-net health care systems to report and improve upon diverse ambulatory safety measures. Researchers found that participating safety-net hospitals struggled to report accurate data. Systems had more success improving metrics that placed patients at risk of life-threatening harm when compared to metrics that required longer term follow-up or patient engagement.

This commentary discusses challenges for patient safety improvement work in the ambulatory setting along with recommendations for addressing them.