This report demonstrates how machine learning (ML) can support assessment of military operations by describing and illustrating the use of ML in systematically extracting assessment-relevant insights from intelligence, operational, and media reporting. This approach can provide the commander with near-real-time insights from these data, often the best source of information on the efficacy of operations, that are objective and statistically relevant.