Graduate training in industrial and organizational (I–O) psychology has long prepared students with skills and knowledge that are highly valued by employers, both in practice and academe alike. Our article, based on a panel discussion, explores what aspects of graduate training are sought out by employers in multiple fields, what new I–O hires need to know, and ways we can improve professional preparation for both practice and academics. Although the current SIOP Guidelines for Education and Training are satisfactory for present market conditions, we explore areas where the Guidelines could be made more forward thinking in determining the kind of training I–O students should be receiving.