But there's a perverse side to this. By offering MORE compensation, it would seem likely that MORE unqualified people will apply. For your logic to work, we'd need to show that making a skill more expensive would automatically cause inept people to stop applying. If that doesn't hold true, you could be throwing away 999 out of 1000 candidates instead of 199 out of 200.