I am not an exercise physiologist, trainer, or olympic runner. But, I have run in the snow these past two years and can tell you my heart rate is higher when there is snow on the ground and especially if it is slippery. On the positive side, there's something about running in the elements in the winter that makes it appealing - don't you think?