TY - JOUR
T1 - Developing a procedure to correct for range restriction that involves both institutional selection and applicants' rejection of job offers
AU - Yang, Hyuckseung
AU - Sackett, Paul R.
AU - Nho, Yongjin
PY - 2004/10
Y1 - 2004/10
N2 - A common research problem in validation studies is the estimation of the population correlation between predictor X and performance Y from a non-randomly selected sample. Procedures for getting unbiased estimates of population correlations in a limited set of conditions in which no rejection of job offers is assumed have been developed. However, in applied selection settings, it is very likely that some of the candidates who have received job offers reject them through a self-selection process. If an estimation model based on the assumption that there is no rejection of job offers via self-selection is used, estimates of population parameters may be biased due to model misspecification. In the current study, a procedure is developed that is applicable to a variety of realistic validation settings, including a setting in which both institutional selection and applicant's rejection of job offers are involved. Data requirements of the procedure are also discussed.
AB - A common research problem in validation studies is the estimation of the population correlation between predictor X and performance Y from a non-randomly selected sample. Procedures for getting unbiased estimates of population correlations in a limited set of conditions in which no rejection of job offers is assumed have been developed. However, in applied selection settings, it is very likely that some of the candidates who have received job offers reject them through a self-selection process. If an estimation model based on the assumption that there is no rejection of job offers via self-selection is used, estimates of population parameters may be biased due to model misspecification. In the current study, a procedure is developed that is applicable to a variety of realistic validation settings, including a setting in which both institutional selection and applicant's rejection of job offers are involved. Data requirements of the procedure are also discussed.
KW - Non-ignorable selection process
KW - Population correlation
KW - Range restriction
KW - Validation study
UR - http://www.scopus.com/inward/record.url?scp=4944265688&partnerID=8YFLogxK
U2 - 10.1177/1094428104269054
DO - 10.1177/1094428104269054
M3 - Review article
AN - SCOPUS:4944265688
SN - 1094-4281
VL - 7
SP - 442
EP - 455
JO - Organizational Research Methods
JF - Organizational Research Methods
IS - 4
ER -