Calibrating survey data using iterative proportional fitting (raking)

被引：148
作者：
Kolenikov, Stanislav [1 ]
机构：
[1] Abt SRBI, Columbia, MO USA
来源：
STATA JOURNAL | 2014年 / 14卷 / 01期
关键词：
st0323; ipfraking; mat2do; xls2row; survey; calibration; weights; raking; iterative proportional fitting; VARIANCE-ESTIMATION; NONRESPONSE BIAS; ESTIMATORS; DESIGN; TOTALS; MODEL;
D O I：
10.1177/1536867X1401400104
中图分类号：
O1 [数学]; C [社会科学总论];
学科分类号：
03 ; 0303 ; 0701 ; 070101 ;
摘要：
In this article, I introduce the ipfraking package, which implements weight-calibration procedures known as iterative proportional fitting, or raking, of complex survey weights. The package can handle a large number of control variables and trim the weights in various ways. It also provides diagnostic tools for the weights it creates. I provide examples of its use and a suggested workflow for creating raked replicate weights.
引用
收藏
页码：22 / 59
页数：38
相关论文
共 37 条
[11]   GENERALIZED RAKING PROCEDURES IN SURVEY SAMPLING [J].
DEVILLE, JC ;
SARNDAL, CE ;
SAUTORY, O .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (423) :1013-1020
[12]   CALIBRATION ESTIMATORS IN SURVEY SAMPLING [J].
DEVILLE, JC ;
SARNDAL, CE .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1992, 87 (418) :376-382
[13]  
Elliott MR, 2008, J OFF STAT, V24, P517
[14]  
Gould W, 2003, STATA J, V3, P448
[15]   Statistical software certification [J].
Gould, William .
STATA JOURNAL, 2001, 1 (01) :29-50
[16]  
Groves R.M., 2002, Survey Nonresponse
[17]   Nonresponse rates and nonresponse bias in household surveys [J].
Groves, Robert M. .
PUBLIC OPINION QUARTERLY, 2006, 70 (05) :646-675
[18]   POST STRATIFICATION [J].
HOLT, D ;
SMITH, TMF .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1979, 142 :33-46
[19]   A GENERALIZATION OF SAMPLING WITHOUT REPLACEMENT FROM A FINITE UNIVERSE [J].
HORVITZ, DG ;
THOMPSON, DJ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1952, 47 (260) :663-685
[20]   Variable selection and raking in propensity scoring [J].
Judkins, David R. ;
Morganstein, David ;
Zador, Paul ;
Piesse, Andrea ;
Barrett, Brandon ;
Mukhopadhyay, Pushpal .
STATISTICS IN MEDICINE, 2007, 26 (05) :1022-1033
1234