HRSA plays a crucial role in nursing education by providing grants and scholarships to students and educational institutions. Programs such as the Nurse Corps Scholarship Program and the Nurse Faculty Loan Program aim to alleviate the financial burden on nursing students and encourage them to serve in medically underserved areas.