Abstract: An example method includes receiving, by a computing device comprising one or more processors, from a plurality of sources, data associated with an aircraft that is in an operation, wherein the plurality of sources comprises one or more sources of historical data and one or more sources of real-time data that is generated while the aircraft is in the operation. The example method further includes performing, by the computing device, a risk analysis of the data using a Bayesian network model that models risks associated with the aircraft in the operation. The example method further includes generating, by the computing device, an output based at least in part on the risk analysis.