Background and purpose Diabetic retinopathy (DR) is a leading cause of vision impairment among adults with diabetes. Socioeconomic factors, including income, influence health outcomes by shaping access to care, adherence to treatment, and engagement in preventive services. This study uses NHANES data from 1999 to 2020 to examine whether family income to poverty ratio (PIR)…