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)
Sean's research focuses on the often puzzling and seemingly irrational behavior of stock market investors, but he’s also investigated topics as wide-ranging as the factors that affect customer tipping behavior at restaurants and why you see a lot of unionized workers only in certain industries. He’s also a leading expert on closed-end mutual funds.