 Davis was born in Boston, Massachusetts, and earned a bachelor's degree in mechanical engineering from the Massachusetts Institute of Technology in 1978.Her professional career started out with Cambridge Collaborative, a research and development consulting firm owned by her father.She was an acoustics consultant where she analyzed vibrations in submarines.