Abstract: Various methods, apparatuses/systems, and media for improving risk profile for information technology (IT) change management are disclosed. A processor establishes a communication link with a plurality of data sources and a receiver. The receiver receives input of change management data associated with an IT change management system via an API. The processor sets a scoring scale and applies big data and machine learning algorithm to the input of change management data. The application of big data includes collecting, by the processor, the API associated with the input of change management data from the plurality of data sources. The processor also calculates a risk profile for the IT change management system corresponding to the input of change management data based on the scoring scale and automatically generates a risk matrix having a predetermined dimension based on the calculated risk profile. The processor also integrates results from the models into other vendor products used for change management.