I looked through the article. I'd be skeptical about interpreting what people actually regret.

Do they regret not choosing another major? Which major? Would they have been successful / happy in that major?

Do they regret not going to a cheaper college?

Do they regret not getting a job after high school? What job? Would they have been happy in that job?