As school psychologists are asked to help schools evaluate the level of violence risk posed by specific students, they need to fully consider the technical adequacy of any test or procedure that is proposed to "predict" future violent behavior or conditions. In this article, we contribute to this discussion by examining responses of 40,435 students from the 1993, 1995, and 1997 administrations of the Youth Risk Behavior Surveillance Survey. Student self-reported school risk behaviors and experiences are used to "predict" recent weapon possession on school campuses and to illustrate the use of receiver operating characteristic curves to evaluate the performance of a test for prediction purposes. An index of nine school risk behaviors was moderately correlated (r ϭ .36) with school weapon possession. However, when the accuracy of using this school risk index to predict weapon possession is evaluated, it is found that the area under the ROC curve was approximately .75, a moderate-to-large effect size but still demonstrating inadequate prediction at the individual student level. Further, there were twice as many frequent weapon carriers with zero school risks than with 7-9 risks, suggesting that attention directed toward violence risk profiles may promote inattention to another group of students who engage in potentially highrisk behaviors at school. It is argued that school psychologists should consider school violence appraisals within a developmental, long-term model. © 2001 John Wiley & Sons, Inc.As a scientific discipline, psychology has been concerned with the exploration, discovery, understanding, and prediction of human behavior. Of these, prediction has emerged as a crucial but often elusive goal for professional psychology. Industrial-organizational psychologists are asked to predict worker productivity, job satisfaction, and consumer trends. Social psychologists predict patterns of interpersonal attraction, motivational tendencies, and group behaviors. Clinical psychologists predict atypical or maladaptive behavior patterns. Developmental psychologists predict cognitive, interpersonal, and emotional trajectories. As a subspecialization bridging the gap between psychology and education, school psychology has been associated most prominently with the prediction of student learning and school adjustment. In fact, the process of assessing present probabilities and future conditions is a daily aspect of the school psychology profession. In this context, prediction consists of the process of compiling information in order to make judgments about the probability that a condition is present (e.g., a math disability) and that a future state is likely to occur (math achievement will continue to lag without appropriate instructional support, among other undesirable sequelae). Such "predictions" rely upon an array of data sources including classroom observations, standardized test batteries, developmental histories, parent and teacher reports, and clinical judgments, to name but a few. Generally speaking, school psych...