As the economy improves, it gets harder than ever to get good candidates to apply. Some may not even respond to your attempts to follow up after they apply.
Right now, the balance has shifted and employers must compete for talent. Shift your perspective from what you want to what candidates want. Consider, of course, your client requirements, but think deeper.