Resident Physician Shortage Reduction Act of 2019 This bill increases the number of residency positions eligible for graduate medical education payments under Medicare for qualifying hospitals, with an aggregate increase of 3,000 positions per fiscal year for five years. Of these positions, at least one-third must be for hospitals that are already operating above applicable resident limits, subject to specified distribution rules.