NSF conducted extensive research into warning letters issued from 2005 to 2017 for data integrity deficiencies. In this white paper, George Toscano takes a deeper look into where companies were struggling most and provides some essential advice. It also includes a European perspective on data integrity issues from expert Lynne Byers.