This session will share a brief description of a journey to a well-established practice to data de-identification. New privacy regulation lead to a comprehensive approach of solving data privacy concerns. Learn the de-identification spectrum, data utility, the de-identification risk scores and a certification process. Speakers will also reflect on some key business outcomes as they enter into the 3rd year.