A procedure is proposed for screening applications in quality control
that eliminates overselection (namely, the condition where the proport
ion of accepted screened items is greater than the proportion of confo
rming items in the original population) and controls for individual un
it misclassification error (IME), namely, the probability of an accept
ed/selected item being below specification. Screening involves selecti
ng items whose performance is within specifications based on observing
one or more correlated screening variables in lieu of observing the p
erformance variable directly. Overselection and an uncontrollably high
IME can occur when (1) there is a high correlation between the perfor
mance and screening variables and (2) the proportion of conforming ite
ms among accepted items (or its complement, average outgoing quality (
AOQ)), is prespecified as in, for example, Owen et al. (1975). We inst
ead propose a procedure that prespecifies a maximum tolerable IME (ema
xa) for accepted items, which eliminates overselection and assures tha
t the IME of each outgoing item as well as the AOQ are both equal to o
r less than emaxa. The quality of each individual item as well as AOQ
is thereby explicitly controlled. Only the use of standard normal tabl
es is required to implement our proposed procedure.