Just a note, if you're watching the video, remember you are /not/ looking at DPS, but instead in PPS - which is more important in context of this game since ALL damage in the formulas are based off of Potencies.

Higher Potency Per Second = Higher Damage Per Second.
PPS is also essentially "DPS", but you can convert PPS into DPS, but not DPS into PPS.