It is well known that consumers have difficulty in dealing with low-probability, high-loss events. Frequently they fail to obtain insurance against such losses, even when the terms are very favorable. (Kunreuther 1997; Phelps, 1997, pp. 409-410, referring to “upside down” private insurance coverage to supplement Medicare). One obvious characterization of such behavior is that it represents non-...