Sometimes 'dropout' suggests failure, but it can also imply a positive change or successful alternative path. Despite dropping out, she became a renowned musician.
Pro Tip 2/2
Cultural Stigma
In some cultures, being a 'dropout' carries a stigma, so be aware of sensitivities when discussing education. He's sensitive about being a 'high school dropout.'