I became a Data Scientist because in 3rd year, I found the OKCupid data blog and realized their research had methodological soundness these "20 undergraduate lab students forced to be there" research never would.

You trade 'shot-in-the-dark lab experiments' for 'a clear and obvious agenda'. The trick is to just make sure the agenda isn't morally reprehensible.