Don't forget cognitive dissonance: if you have paid a price for something, you have to tell yourself it was worthwhile, or you would feel like an idiot. Hence I am not sure if statements of parents about their happiness can be believed.

Much better to measure these things indirectly (without a questionnaire). I don't know how the cited study did it.