Dynamic Panel Data Models With Irregular Spacing: With an Application to Early Childhood Development

被引:14
作者
Millimet, Daniel L. [1 ,2 ]
McDonough, Ian K. [3 ]
机构
[1] Southern Methodist Univ, Dept Econ, Dallas, TX 75205 USA
[2] IZA, Bonn, Germany
[3] Univ Nevada, Dept Econ, Las Vegas, NV 89154 USA
关键词
ECONOMIC TIME-SERIES; MISSING OBSERVATIONS; LONGITUDINAL DATA; CROSS-SECTION; OBESITY; REGRESSION; INFERENCE; TESTS; DISTURBANCES; EFFICIENCY;
D O I
10.1002/jae.2548
中图分类号
F [经济];
学科分类号
02 ;
摘要
With the increased availability of longitudinal data, dynamic panel data models have become commonplace. Moreover, the properties of various estimators of such models are well known. However, we show that these estimators break down when the data are irregularly spaced along the time dimension. Unfortunately, this is an increasingly frequent occurrence as many longitudinal surveys are collected at non-uniform intervals and no solution is currently available when time-varying covariates are included in the model. In this paper, we propose two new estimators for dynamic panel data models when data are irregularly spaced and compare their finite-sample performance to the naive application of existing estimators. We illustrate the practical importance of this issue in an application concerning early childhood development. Copyright (c) 2016 John Wiley & Sons, Ltd.
引用
收藏
页码:725 / 743
页数:19
相关论文
共 56 条
[1]   ESTIMATION OF DYNAMIC-MODELS WITH ERROR-COMPONENTS [J].
ANDERSON, TW ;
HSIAO, C .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1981, 76 (375) :598-606
[2]   SOME TESTS OF SPECIFICATION FOR PANEL DATA - MONTE-CARLO EVIDENCE AND AN APPLICATION TO EMPLOYMENT EQUATIONS [J].
ARELLANO, M ;
BOND, S .
REVIEW OF ECONOMIC STUDIES, 1991, 58 (02) :277-297
[3]   ANOTHER LOOK AT THE INSTRUMENTAL VARIABLE ESTIMATION OF ERROR-COMPONENTS MODELS [J].
ARELLANO, M ;
BOVER, O .
JOURNAL OF ECONOMETRICS, 1995, 68 (01) :29-51
[4]   PANEL DATA MODELS WITH INTERACTIVE FIXED EFFECTS [J].
Bai, Jushan .
ECONOMETRICA, 2009, 77 (04) :1229-1279
[5]   POOLING CROSS SECTION AND TIME SERIES DATA IN ESTIMATION OF A DYNAMIC MODEL - DEMAND FOR NATURAL GAS [J].
BALESTRA, P ;
NERLOVE, M .
ECONOMETRICA, 1966, 34 (03) :585-&
[6]   Unequally spaced panel data regressions with AR(1) disturbances [J].
Baltagi, BH ;
Wu, PX .
ECONOMETRIC THEORY, 1999, 15 (06) :814-823
[7]   Initial conditions and moment restrictions in dynamic panel data models [J].
Blundell, R ;
Bond, S .
JOURNAL OF ECONOMETRICS, 1998, 87 (01) :115-143
[8]   Bias-corrected estimation in dynamic panel data models [J].
Bun, MJG ;
Carree, MA .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2005, 23 (02) :200-210
[9]   A Practitioner's Guide to Cluster-Robust Inference [J].
Cameron, A. Colin ;
Miller, Douglas L. .
JOURNAL OF HUMAN RESOURCES, 2015, 50 (02) :317-372
[10]   Life cycle development of obesity and its determinants in six European countries [J].
Cavaco, Sandra ;
Eriksson, Tor ;
Skalli, Ali .
ECONOMICS & HUMAN BIOLOGY, 2014, 14 :62-78