Most shops are willing to let you work remotely. Anyone that's down with stat. mech. has a solid base for quantitatively attacking most problems. Luckily the 'domain' knowledge required is general human consumer behavior, which you'll know quite a bit about already. And a surprising amount of that can be reasonably modeled by a microcanonical ensemble.