In Java static methods are a particularly simple way making clear to the compiler and runtime that a given functions does not have side effects (to instances of the owning class). I can imagine that, as a pattern, they would assist escape analysis.
I can not see how they could be used to help escape analysis more than that you have one less reference (this).