The use of the words "risk" and "uncertainty" in vernacular English leaves the relationship between the words imprecise. That is, if I were to ask you, dear reader, what is the difference between risk and uncertainty, there would be no univocal "right" answer, though the words clearly are not synonyms. In general, we think of risk as a less-than-certain loss, so uncertainty figures into it, but uncertainty figures into a lot of other words too (such as "hope," which we think of as a less-than-certain gain). In finance, and in other areas as well, there has been some movement toward using the two words in a rigorously paired way, such that, to borrow a formulation from the George W. administration, "risk" represents the known unknowns of a situation, "uncertainty" represents the unknown unknowns. Here's a straightforward example: I know that a certain stock is interest-rate sensitive. I know that the Federal Reserv...