Using analogy to teach people something new makes sense and it's done all the time with positive effect. But using an analogy to infer something that hasn't be

Using analogy to teach people something new makes sense and it's done all the time with positive effect. But using an analogy to infer something that hasn't been observed? Unless the analogy is very close to the subject, it doesn't make much sense to me.