Foreign Medical School Accountability Fairness Act of 2019 This bill revises the institutional eligibility criteria for a foreign graduate medical school to participate in federal student aid programs. Specifically, this bill requires all foreign graduate medical schools to meet the same minimum requirements to participate in the programs.