It's a very good point that the study can only tell that people's reported attitudes changed, not how pleasant or internally-motivated the process was that led to the change. (Or the originally-measured attitude for that matter, since their first samples were ages 10-12.)

Even if we are satisfied by the data quality itself, keeping an open mind about the interpretation is essential.