Insider threats, such as those associated with the Marriott breach, are considered one of the top concerns in IT security due to the devastating impact on business, reputation, loss of sensitive data, and significant fines. Security solutions that rely on allow lists / block lists and signature files fall far short in their attempt to mitigate this threat. Machine learning and behavioral analysis are uniquely suited to immediately identifying anomalies that indicate an insider threat before any data is lost.