There is a similar kind of division of labor in physics between theorists and experimentalists. The cultural difference is closer to that between mathemeticians

There is a similar kind of division of labor in physics between theorists and experimentalists. The cultural difference is closer to that between mathemeticians and engineers, but of course both groups are entirely dependent on each other and most successful collaborations have both. The days of solo publishing are mostly over.