TY - JOUR
T1 - Understanding how and why adding valid predictors can decrease the validity of selection composites
T2 - A generalization of Sackett, Dahlke, Shewach, and Kuncel (2017)
AU - Murphy, Kevin R.
N1 - Publisher Copyright:
© 2019 John Wiley & Sons Ltd
PY - 2019/9/1
Y1 - 2019/9/1
N2 - It is usually assumed that adding more valid predictors will increase the predictive power of a selection test battery. Sackett, Dahlke, Shewach, and Kuncel showed that when selection tests are combined using unit weights, adding a valid predictor can lead to a decrease in validity. Situating the Sackett et al. approach in a more general multivariate framework I show how: (a) it is the tradeoff between predictor validity and predictor intercorrelations, and not the differences in predictor validities that determines whether adding a valid predictor to a composite will cause the validity of that composite to increase or decrease; and (b) this same dynamic applies across a wide range of non-optimal schemes for weighting predictors and/or criteria.
AB - It is usually assumed that adding more valid predictors will increase the predictive power of a selection test battery. Sackett, Dahlke, Shewach, and Kuncel showed that when selection tests are combined using unit weights, adding a valid predictor can lead to a decrease in validity. Situating the Sackett et al. approach in a more general multivariate framework I show how: (a) it is the tradeoff between predictor validity and predictor intercorrelations, and not the differences in predictor validities that determines whether adding a valid predictor to a composite will cause the validity of that composite to increase or decrease; and (b) this same dynamic applies across a wide range of non-optimal schemes for weighting predictors and/or criteria.
UR - http://www.scopus.com/inward/record.url?scp=85068126733&partnerID=8YFLogxK
U2 - 10.1111/ijsa.12253
DO - 10.1111/ijsa.12253
M3 - Article
AN - SCOPUS:85068126733
SN - 0965-075X
VL - 27
SP - 249
EP - 255
JO - International Journal of Selection and Assessment
JF - International Journal of Selection and Assessment
IS - 3
ER -