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Measuring and Controlling Shortfall Risk in Retirement
Gary Smith
Department of Economics
Pomona College
425 North College Avenue
Claremont CA 91711
gsmith@
Donald P. Gould
Gould Asset Management LLC
114 N Indian Hill Boulevard, Suite S
Claremont, CA 91711
dgould@
correspondence: Gary Smith, gsmith@: 909-607-3135; fax: 909-621-8576
* We are very grateful to the Journal’s referees and editors for their careful reading and very
helpful suggestions. Our thanks also to Greg Handler, Adam Perlaky, and Michael Reed for their
research assistance.
Measuring and Controlling Shortfall Risk in Retirement
Abstract
A key challenge for retired investors is determining the stock-bond asset allocation that, for a
given spending rate, provides an acceptable probability of shortfall—having real wealth drop
below a specified floor during the investor’s lifetime. Standard portfolio analysis yields the well-
known tradeoff between risk and return described by the Markowitz frontier. For retirement
planning, we reconceptualize this as a tradeoff between shortfall probability (risk) and the
median value of terminal wealth (return). For specified assumptions, there is a stock-bond asset
allocation that minimizes shortfall risk. Portfolios with more stocks increase the median values of
terminal wealth, but at the expense of higher shortfall risk. Portfolios with less stocks are inferior
in that they decrease the median value of terminal wealth and increas
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