Binary representation of cisgender female and male populations perpetuates marginalization and discrimination of transgender and gender-nonconforming people and limits the ability to serve the needs of all. Authors call for a shift to using multinomial gender-disaggregation, particularly for surveyors, researchers, program implementers, policy makers, and gender rights advocates.