Assessing the non-random sampling effects of subject attrition in longitudinal research

被引:418
作者
Goodman, JS [1 ]
Blum, TC [1 ]
机构
[1] GEORGIA INST TECHNOL,ATLANTA,GA 30332
关键词
D O I
10.1016/S0149-2063(96)90027-6
中图分类号
F [经济];
学科分类号
02 ;
摘要
The potential effects of attrition in longitudinal research are addressed and a procedure for assessing its effects is recommended. We recommend that researchers assess the effects of subject attrition on their data by assessing: (1) the presence of non-random sampling using multiple logistic regression, (2) mean differences on the study's variables between those who responded and did not respond to the subsequent data collection, (3) the restriction or enhancement of variances, and (4) changes in relationships among variables due to attrition. We demonstrate the procedure using data collected from a random sample of employed adults in the US regarding job satisfaction, job characteristics, demographics, and mood. In our data, subject attrition led to nonrandom sampling, affected the means and variances of some of the variables, but did not affect the relationships among the variables. The effects of subject attrition may be sample specific, but the procedure recommended for assessing its effects may be used in other data sets and substantive areas.
引用
收藏
页码:627 / 652
页数:26
相关论文
共 42 条
[1]   GROUP HOMOGENEITY, RANGE RESTRICTION, AND RANGE ENHANCEMENT EFFECTS ON CORRELATIONS [J].
ALEXANDER, RA .
PERSONNEL PSYCHOLOGY, 1988, 41 (04) :773-777
[2]   TOWARDS A GENERAL-MODEL OF NONRANDOM SAMPLING AND THE IMPACT ON POPULATION CORRELATION - GENERALIZATIONS OF BERKSON FALLACY AND RESTRICTION OF RANGE [J].
ALEXANDER, RA ;
BARRETT, GV ;
ALLIGER, GM ;
CARSON, KP .
BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY, 1986, 39 :90-105
[3]  
[Anonymous], SOCIOLOGICAL METHODO
[4]   AGE AND EXPERIMENTAL MORTALITY IN A SEVEN-YEAR LONGITUDINAL STUDY OF COGNITIVE BEHAVIOR [J].
BALTES, PB ;
SCHAIE, KW ;
NARDI, AH .
DEVELOPMENTAL PSYCHOLOGY, 1971, 5 (01) :18-26
[5]   EFFECT OF NEWCOMER INVOLVEMENT IN WORK-RELATED ACTIVITIES - A LONGITUDINAL-STUDY OF SOCIALIZATION [J].
BAUER, TN ;
GREEN, SG .
JOURNAL OF APPLIED PSYCHOLOGY, 1994, 79 (02) :211-223
[6]  
Bentler P.M., 1995, EQS WINDOWS USERS GU
[7]  
BERGH DD, 1993, J MANAGE, V19, P683
[8]  
BOHMSTEDT G, 1983, HDB SURVEY RES, P69
[9]   INTELLECTUAL ABILITY AMONG THE ELDERLY - SIMULTANEOUS CROSS-SECTIONAL AND LONGITUDINAL COMPARISONS [J].
BOTWINICK, J ;
SIEGLER, IC .
DEVELOPMENTAL PSYCHOLOGY, 1980, 16 (01) :49-53
[10]   SHOULD NEGATIVE AFFECTIVITY REMAIN AN UNMEASURED VARIABLE IN THE STUDY OF JOB STRESS [J].
BRIEF, AP ;
BURKE, MJ ;
ROBINSON, BS ;
GEORGE, JM ;
WEBSTER, J .
JOURNAL OF APPLIED PSYCHOLOGY, 1988, 73 (02) :193-198