Pat Collins has worked as a therapist for 30 years and is looking to reinvent herself. So she has gone back to the place where she invented herself the first time—college.

“I’m not sure what I want to do next,” said Mrs. Collins, 66 years old. “I’m able to retire financially. But I’m not ready to stop working.”

Mrs. Collins is a fellow at...