For those who work in industry, I wondered how do you think your work is different than the research conducted in universities? What is the advantage/barrier for an industrial veteran in the area that is hard for a fresh-out PhD to replace? I know some people may think domain knowledge is one, but I don't think it is too hard for a smart newcomer to pick up quickly.