In research on terrorism studies, big data allows us to model (de-)escalatory trends in Gray Zone Conflicts and predict online extremist radicalization. Applying Big Data to Terrorism studies, we employ frequentist statistical analysis in modeling (de-)escalatory trends Gray Zone Conflicts. We also re-domain innovative approaches to trend forecasting and combine them with burgeoning social and computer science research in order to predict online extremist radicalization.