Systems and methods for performing predictive analytics in an electrical grid network are disclosed. In one example of the disclosed technology, a method comprises aggregating a plurality of events from an electrical grid network, analyzing the plurality of events to recognize at least one event pattern, serializing at least one of the event patterns in a database, and predicting a future event pattern based on a correlation of the plurality of event patterns.