Ka. Mcguigan et al., ADJUSTING FOR ATTRITION IN SCHOOL-BASED SAMPLES - BIAS, PRECISION, AND COST TRADE-OFFS OF 3 METHODS, Evaluation review, 21(5), 1997, pp. 554-567
Attrition in longitudinal studies can introduce nonresponse bias when
estimating parameters. Methods to correct for nonresponse include surv
ey-based approaches (tracking) as well as analytically based, methods
(weighting, sample selection modeling). Using data from a multiwave sc
hool-based study of adolescents, substance use estimates are compared
across methods. Methods are validated by simulating effects of attriti
on at baseline, and the relative efficiency of each approach with resp
ect to a known ''gold standard'' is calculated Results indicate that w
eighting may provide sufficient adjustment for nonresponse in other si
milar studies. Sample selection modeling requires assumptions that are
not met in this setting, and severe bias results. The high casts asso
ciated with full tracking efforts may be avoidable, as hem we find tha
t tracking vias apr inefficient approach for bias reduction.