But unless you control for it very, very carefully, you end up with results like "free and reduced lunch programs cause kids to do worse" - which isn't supported by the evidence, because there may be other factors that coincide with those who are eligible for them.

You'd have to do something like take the high-performing SF district and give half the students, randomly selected, free lunches.