I think I do a little of all of it.
Pieces for projects are bundled together, maybe with a pattern.
Fat quarters are together and yardage is on a shelf in the closet by color.
Pieces smaller than a yard are in boxes by color.
Scraps are in tubs and some are sitting on my ironing board pressed and ready to cut (I just haven't decided how).