Running music shares a lot of common features with dance music, for obvious reasons. A steady beat is extremely useful, but insufficient on its own - otherwise, you could just settle for Metallica. (I know some do, but not how.) Innovating features are not essential, although creativity is no downside!
David Guetta is OK to run to, but I think I prefer Will. I. Am for the moment. Where Guetta uses high-pitched female voices, Mr ex-Pea mostly sings himself, which avoids the somewhat soulless character of Guetta's work.
Hm. Uncannily, I seem to be developing an unexpected taste for hip-hop..!