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Gun violence continues to plague American cities and receive increased scrutiny. Recent research has focused on non-fatal shootings in addition to homicides. However, given how hierarchy classification system of the Uniform Crime Reports and the inconsistent use of the National Incident-Based Reporting System, collecting accurate data about non-fatal shootings has proven difficult and time consuming. Compounding these data collection difficulties are classification issues. That is, what should or should not be “counted” as a non-fatal shooting? This paper examines measurement issues in collecting and counting non-fatal shootings in Indianapolis, Indiana. Drawing on a sample of over 800 non-fatal shooting incidents, this research will take an in depth look at the nuances involved in the measurement and tracking non-fatal shootings. Policy implications will be discussed.