Systems and methods for optimizing performance scaling algorithms designated for operation on a mobile device are disclosed. A system memory includes program, use case, and results stores in addition to test logic. The program store contains a set of programs defined by the combination of a performance scaling algorithm and a set of parameters. The use case store contains information that identifies expected tasks to be performed by end users of the mobile device over time. The results store organizes a respective merit value determined after each of the set of programs has been executed for tasks defined by each use case. When executed, the test logic adjusts the mobile device and associates a select program for each of the use cases in response to the stored merit values. The merit values are determined as a function of a performance metric and a power metric.