Table A1.

Coding of Majors

Humanities, Arts, Social Science Art History History German Studies Liberal Arts General Studies Linguistics Spanish Studies English Literature French American Studies Classics Comparative Literature Religion Biblical Studies Philosophy Economics Criminal Justice Journalism Political Science Psychology Anthropology Sociology

STEM Biology Civil Engineering Geological Sciences Computer Science Zoology Biomedical Science Environmental Science Electrical Engineering Civil Engineering Mechanical Engineering Industrial Engineering Aerospace Engineering Chemistry Neuroscience Nursing Pharmacy Dental Hygiene Veterinary Technology Automotive Technologies Kinesiology Math Health Sciences

Geography Public Policy Child and Family Studies Government Social Work Child Development Human Development Information Systems Human Services Fine Art Photography Graphic Design Interior Design Architecture Theatre Music Music Education Media Studies Dance Film Vocal Performance Education Elementary Education History Education Secondary Education Childhood Education Early Childhood Education Teacher Education Physical Education Music Education

Physics Animal Science Speech, Language, and Hearing Sciences Audiology Microbiology Physical Education Physiology Nutrition Exercise Science Business/Agriculture Finance Business Administration Business Management Merchandizing Marketing Accounting Communication Entrepreneurship Project Management Advertising Public Relations Human Resources International Business Organizational Leadership Sport Management Agriculture Hospitality Management Operations Management

Note: Only majors that appeared more than once are listed in the table.