I use the sandpaper dots on the back of all my rulers. This prevents them from slipping.
Probably cutting on the floor puts you at an odd angle which doesn't help.
Try cutting on a table so you can get a better angle at holding the ruler in place.
Hold the ruler with your hand, then hang your pinky off the edge of the ruler to keep it from sliding.