smaller caliber

Hi folks, nice to meet you all. So I just got my first gun license, joined a club, don't really know jack, but want to buy my first handgun. Now I've noticed I'm a decent shot with a 22 pistol, but my accuracy isn't very good with higher caliber pistols. So what handguns would you recommend...