This article examines the longstanding divide between academic research (“scholars”) and operational practitioners (“operators”) in the field of threat assessment. Through analysis of case experience, disciplinary norms, and institutional incentives, the authors show how each culture privileges different forms of evidence, language, time horizons, and risk tolerances. The paper argues that effective prevention of targeted violence requires a reciprocal translation layer between empirical models and real-world constraints, highlighting recurring gaps in communication, inconsistent terminology, and mismatched expectations around certainty. Using examples from workplace, campus, and public-figure threat cases, the authors illustrate how evidence-based frameworks can be operationalized without losing nuance, and how practitioner insights can refine academic constructs. The article concludes by proposing a bidirectional integration model to strengthen threat assessment methodology, training, and organizational practice.