Honestly, "Rightie Tightie, Lefty Loosie" is terrible, because there is still ambiguity. Right from the top of the bolt, or the bottom of the bolt? From your face, or the bolt's face?
There is generally a better frame of reference: Clockwise (and Counter Clockwise), since it's defined already by a standard.
Thus is born, CCW = OFF, CW = ON (unless you have an infernal left-handed screw, but those are quite rare).
@atatassault @sarahbecan most people don't see the world from the perspective of the screw.