Same. I can't remember why exactly I switched, but I recall space bar being more of a gamble whether I would pause/unpause or scroll down the screen. K seemed to work better.
For me, if the play/pause button has focus, then the video starts playing for half a second and then pauses, because the button activation and the hotkey cancel each other. "k" does not have this issue.