Method, apparatus and computer program product for predictive configuration management of a software testing system

Methods, apparatuses, systems, computing devices, computing entities, and/or the like are provided. An example method may include receiving a requirement request data object, generating at least one of a predicted complexity attribute or a predicted work track attribute corresponding to the requirement request data object, generating at least one predicted defect description attribute or at least one predicted test case description attribute corresponding to the requirement request data object, and transmitting a prediction data object that includes at least one of the predicted complexity attribute, the predicted work track attribute, the at least one predicted defect description attribute, or the at least one predicted test case description attribute. In some examples, the client device is configured to perform one or more software testing operations corresponding to the software testing task based at least in part on the prediction data object.