Michelle Knight is a digital content specialist for DATAVERSITY. She enjoys putting her information specialist background to use by writing technical articles on enhancing data quality, leading to useful information. Michelle has also worked as a software tester, researcher, and librarian, and has over five years of experience contracting as a quality assurance engineer at a variety of organizations, including Intel, Cigna, and Umpqua Bank. Michelle has a Master’s in Library and Information Science from Simmons College and a B.A. in Psychology from Smith College.