Growing concern for the problematic use of video games has prompted new research in a now growing field of literature. Internet Gaming Disorder (IGD) is a proposed behavioral addiction in the Diagnostic and Statistical Manual of Mental Disorders, fifth edition (DSM-5). To examine the proposed criteria for IGD, a self-report problematic gaming behavior scale (PGBS) was developed for adults residing in the United States. One hundred eighty-nine participants completed an online questionnaire comprised of demographic items, general gaming information, the PGBS, and the Internet Gaming Disorder-20 Test (IGD-20 Test). Statistical analyses conducted at the conclusion of the study were consistent with previous research on the PGBS. Cronbach’s alpha was .908 for the 19-item PGBS, one item was removed to improve reliability. Exploratory factor analysis strongly indicated a 1-factor structure to the PGBS. Logistic regression models were fit to analyze the predictive value of the PGBS total score. The PBGS total score did not predict positive endorsement of any of the four outcome items.