We study the problem of determining production quantities in each period of
an infinite horizon for a single item produced in a capacity-limited facil
ity. The demand for the product is random, and it is independent and identi
cally distributed from period to period. The demand is observed at the begi
nning of a time period, but it need not be filled until the end of the peri
od. Unfilled demand is backordered. A base stock or order-up-to policy is u
sed. The shortfall is the order-up-to level minus the inventory position. T
he inventory system is easily understood and managed if we know the distrib
ution of the shortfall. We develop a new approximation for this distributio
n, and perform extensive computational tests of existing approximations. Ou
r new approximation works extremely well as long as the coefficient of vari
ation of the demand is less than two. Far practical applications this is by
far the most interesting case; No known approximations work well consisten
tly when the coefficient of variation of the demand is greater than two.