THE FRACTION OF MISSING INFORMATION AS A TOOL FOR MONITORING THE QUALITY OF SURVEY DATA

被引:43
作者
Wagner, James [1 ]
机构
[1] Univ Michigan, Inst Social Res, Survey Res Ctr, Ann Arbor, MI 48104 USA
关键词
TELEPHONE SURVEY; NONRESPONSE RATES; METAANALYSIS; IMPUTATIONS; IMPACT; BIAS;
D O I
10.1093/poq/nfq007
中图分类号
G2 [信息与知识传播];
学科分类号
05 ; 0503 ;
摘要
The response rate has been a longstanding indicator of the quality of survey data. Recent empirical research, however, has called into question the value of the response rate as a proxy indicator for non-response bias, which is the most damaging aspect of nonresponse. A new measure for the risk of nonresponse the fraction of missing information (FMI) is proposed as an alternative to the response rate. FMI was developed as part of the methods for handling missing data, and it measures the level of uncertainty about the values one would impute for current nonresponders. Developed as a tool for monitoring ongoing data collection, FMI can help researchers maximize the information in the final dataset This article illustrates its application to telephone and face-to-face surveys
引用
收藏
页码:223 / 243
页数:21
相关论文
共 31 条
[1]   Diagnostics for multivariate imputations [J].
Abayomi, Kobi ;
Gelman, Andrew ;
Levy, Marc .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, 2008, 57 :273-291
[2]  
Atrostic B.K., 2001, J OFF STAT, V17, P209
[3]  
Biemer P. P., 2003, Introduction to Survey Quality
[4]   Dealing with non-ignorable non-response by using an 'enthusiasm-to-respond' variable [J].
Copas, AJ ;
Farewell, VT .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1998, 161 :385-396
[5]  
Couper M. P., 2005, P 55 SESS INT STAT I
[6]  
Couper M. P., 1998, P SURVEY RES METHODS, P41
[7]   Survey introductions and data quality [J].
Couper, MP .
PUBLIC OPINION QUARTERLY, 1997, 61 (02) :317-338
[8]   Usability evaluation of computer-assisted survey instruments [J].
Couper, MP .
SOCIAL SCIENCE COMPUTER REVIEW, 2000, 18 (04) :384-396
[9]   The effects of response rate changes on the index of consumer sentiment [J].
Curtin, R ;
Presser, S ;
Singer, E .
PUBLIC OPINION QUARTERLY, 2000, 64 (04) :413-428
[10]   Changes in telephone survey nonresponse over the past quarter century [J].
Curtin, R ;
Presser, S ;
Singer, E .
PUBLIC OPINION QUARTERLY, 2005, 69 (01) :87-98