Independent variables include activities of daily living, chronic diseases, and interactions of ADL categories and disease conditions. Ever having smoked, residing in the Northeast, mortality, obesity, and physical health status (measured by number of ADLs and admission to nursing home) have considerable effects on expenditures. Further, individuals who die during the year have substantially higher medical expenses than survivors.