This study investigates the geographic landscape of student success on Advanced Placement® (AP®) examinations. Using a licensed, proprietary dataset containing the full population of AP® exams (N = 16,993,460) taken in the U.S. between 2016 and 2019, we conduct a series of multivariate regressions to estimate possible associations between a student’s school locale and AP® exam outcomes. These models include state by exam by year fixed effects and covariates to adjust for student and community demographics. We find that AP® examination success varies by geographic locale, with sizable gaps occurring between rural/non-rural students. These rural/non-rural differences widen in AP® STEM, with rural students generally scoring lower (-0.227 points ) and city students, higher (0.122 points ) than their suburban peers. These disparities widen in highly technical, high math-demand fields, as well as for the two more distant/remote locale classifications when rural is disaggregated into subtypes.