To ease putting the board back in, after removing bolt, put a long thin piece of string through the hole, remove board then cut the loop you have created without removing the string from the boat. When you want to put the board back, put one end of string through board, tie to other piece of string then use the string to guide to centre board hole to the centre board casing hole by pulling string as you refit board.
I hope this makes sense.