Aspects of the present invention include a method, system and computer program product for providing automated run time and historical test workload report scoring. The method includes caching, by a processor, historical data relating to a customer workload; and caching, by the processor, data relating to an active workload test. The method also includes determining, by the processor, one or more statistical measures between the historical data relating to a customer workload and the data relating to an active workload test; generating, by the processor, one or more workload report scores based on the statistical measures; and displaying, by the processor, the one or more workload report scores.