I am a retired industrial mathematician who did PhD work in pure mathematics many years ago, eventually specializing in stochastic differential equations when the standard text was H P McKean's Stochastic Integrals. I mostly worked in stochastic filtering (which usually meant Kalman filters or some modified variant, usually "linearized" in some sense. I also worked in stochastic control.