Abstract: In an embodiment, the disclosed technologies receive flight simulation data from a flight simulator computer, input the flight simulation data into a machine learning time-series classifier to identify a plurality of maneuvers from the flight simulation data, evaluate a plurality of performance metrics associated with the identified maneuvers to evaluate a pilot's proficiency of the plurality of maneuvers. In one aspect of the embodiment, the performance metrics associated with the identified maneuvers are used to evaluate a plurality of competency indicators measuring a pilot's aviation competency.