Small area estimation of labour force indicators under a multinomial model with correlated time and area effects

被引：45
作者：
Lopez-Vizcaino, Esther [1 ]
Jose Lombardia, Maria [2 ]
Morales, Domingo [3 ]
机构：
[1] Inst Galego Estatist, Santiago De Compostela, Spain
[2] Univ Caruna, La Coruna 15071, Spain
[3] Univ Miguel Hernandez Elche, Elche, Spain
来源：
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY | 2015年 / 178卷 / 03期
关键词：
Bootstrap; Correlated time and area effects; Multinomial mixed models; Small area estimation; Unemployment rates; Unemployment totals; MEAN SQUARED ERROR; 4-PERSON FAMILIES; BAYES ESTIMATION; MEDIAN INCOME; SERIES; PREDICTION;
D O I：
10.1111/rssa.12085
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：
The aim of the paper is the estimation of small area labour force indicators like totals of employed and unemployed people and unemployment rates. Small area estimators of these quantities are derived from four multinomial logit mixed models, including a model with correlated time and area random effects. Mean-squared errors are used to measure the accuracy of the estimators proposed and they are estimated by analytic and bootstrap methods. The methodology introduced is applied to real data from the Spanish Labour Force Survey of Galicia.
引用
收藏
页码：535 / 565
页数：31
相关论文
共 28 条
  • [1] Breslow N., 1996, J AM STAT ASSOC, V88, P9
  • [2] Empirical Bayes estimation of median income of four-person families by state using time series and cross-sectional data
    Datta, GS
    Lahiri, P
    Maiti, T
    [J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2002, 102 (01) : 83 - 97
  • [3] Hierarchical Bayes estimation of unemployment rates for the states of the US
    Datta, GS
    Lahiri, P
    Maiti, T
    Lu, KL
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1999, 94 (448) : 1074 - 1082
  • [4] Small area estimation of poverty proportions under area-level time models
    Esteban, M. D.
    Morales, D.
    Perez, A.
    Santamaria, L.
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2012, 56 (10) : 2840 - 2855
  • [5] SMALL-AREA ESTIMATION - AN APPRAISAL
    GHOSH, M
    RAO, JNK
    [J]. STATISTICAL SCIENCE, 1994, 9 (01) : 55 - 76
  • [6] Estimation of median income of four-person families: A Bayesian time series approach
    Ghosh, M
    Nangia, N
    Kim, DH
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1996, 91 (436) : 1423 - 1431
  • [7] Analytic and bootstrap approximations of prediction errors under a multivariate Fay-Herriot model
    Gonzalez-Manteiga, W.
    Lombardia, M. J.
    Molina, I.
    Morales, D.
    Santamaria, L.
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2008, 52 (12) : 5242 - 5252
  • [8] Bootstrap mean squared error of a small-area EBLUP
    Gonzalez-Manteiga, W.
    Lombardia, M. J.
    Molina, I.
    Morales, D.
    Santamaria, L.
    [J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2008, 78 (05) : 443 - 462
  • [9] Estimation of the mean squared error of predictors of small area linear parameters under a logistic mixed model
    Gonzalez-Manteiga, W.
    Lombardia, M. J.
    Molina, I.
    Morales, D.
    Santamaria, L.
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 51 (05) : 2720 - 2733
  • [10] Herrador M., 2009, ESTADISTICA ESPANOLA, V51, P133
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