This Commonwealth Fund–supported study of eight hospitals, health plans, and community health centers that collect data on patients’ race and ethnicity as part of efforts to address health care disparities found that the organizations vary in their approaches to defining and measuring disparities and in their ability to design effective disparity-reduction programs.