Trading hours for ad money: testing what actually converts

I'm writing this down because I keep making the same mistake — spending on ads before I know whether the problem is the ad or the class. My goal this year is to stop relying on freelance one-offs, and the honest blocker is that people sign up and don't finish. So I'm separating the variables one at a time and logging what happens.