Patent attributes
A method includes collecting code development data associated with development of code files on a per user basis. A predicted code execution performance score is determined based on weighting one or more developer attributes captured in the code development data on the per user basis, the predicted code execution performance score indicative of a predicted likelihood of a code quality issue, where the one or more developer attributes are based at least in part on personnel data including a level of developer experience and a history of observed development activities of an associated developer from review data. One or more resources of one or more code execution servers associated with execution of selected files are predictively allocated based on the predicted code execution performance score. One or more code execution metrics are captured associated with executing selected files on the one or more code execution servers.