No. 1: Architecture. New grads with a degree in architecture will experience a startling 13.9% unemployment rate. The study finds that college majors closely tied to occupations and industries can be problematic for job seekers, particularly if the industry collapses. According to the study, those who majored in architecture will have difficulty in the job market because of the collapse in construction and housing.