Don, it is usually that the bow bends some in the handle area. If you start off thick and reduce the limbs the handle area won't bend and the riser will stay on.
You can use multi layers of thin wood to make your riser and it should "give" enough so the riser won't pop off. Same with hickory backings, they bend with the limb.
