Usually you can tell people who are purely academic. They excel at domain knowledge but are almost naive about building real world systems. They might come in as juniors. I don't think we would loop anyone as mid level or above unless they have experience delivering working systems in production.

Personally I don't mind the candidate's background so far as they can do the job (how the interview is a sucky way to determine this is another topic of conversation).