I've used that approach successfully several time. My Ruger .22 target pistol has converted quite a few. Low recoil and very easy to shoot accurately, so they get some immediate gratification. They find out it's a lot of fun.
I am taking some libs from work. 22 is perfect introductory weapon. Not going to give them trigger time on a Bennelli the first time out