When business researchers analyze data, they often rely on assumptions to help make sense of what they find. But like anyone else, they can run into a whole lot of trouble if those assumptions turn out to be wrong—which may happen more often than they realize. That’s what we found in a recent study looking at financial data from about a thousand major U.S. companies.