A data quality improvement initiative embedded within woreda clinical improvement collaborative in Ethiopia improved the accuracy of data used to monitor maternal and newborn health services. The initiative was a partnership between the Institute for Healthcare Improvement and the Ethiopian Federal Ministry of Health.