Almost never at the frontend. Sometimes at the backend. Once a month probably. But you never know which of these you may need. Asking stuff like this on an interview is idiotic. I'm talking about web dev.

It can be really useful if you're writing a compiler or something like that. There's a lot of problems in molecular biology, which need some complicated algorithms.