How measures of perception from survey data lead to inconsistent regression results: evidence from adolescent and peer substance use.
In studies of peer group behavior, the direct measure of peer group behavior is often not available, and so is replaced by perceptions from survey respondents. This study shows that regression estimators are inconsistent when the correctly measured independent variable of group behavior is replaced with perceived measures from survey respondents. The inconsistency is due to three sources: projection of own behavior onto the group, rescaling the marginal effect of the group, and simple random measurement error. We discuss why each effect may cause inconsistency, derive formulas for the probability limit to quantify their effects, and illustrate with three examples of adolescent smoking and drinking.
Norton
Edward C
EC
Department of Health Policy and Administration, University of North Carolina at Chapel Hill 27559-7400, USA. edward_norton@unc.edu
Lindrooth
Richard C
RC
Ennett
Susan T
ST
D000293:Adolescent; D000428:Alcohol Drinking / Q000523:psychology*; D001294:Attitude to Health; D035841:Behavioral Research; D003625:Data Collection; D006801:Humans; D015233:Models, Statistical; D015999:Multivariate Analysis; D009657:North Carolina; D010379:Peer Group; D011336:Probability; D012044:Regression Analysis; D012107:Research Design; D012309:Risk-Taking; D012650:Self Disclosure; D012907:Smoking / Q000523:psychology*; D012919:Social Behavior; D012938:Social Perception