Identification of time-varying transformation models with fixed effects, with an application to unobserved heterogeneity in resource shares

被引:3
作者
Botosaru, Irene [1 ]
Muris, Chris [1 ]
Pendakur, Krishna [2 ]
机构
[1] McMaster Univ, Dept Econ, Hamilton, ON, Canada
[2] Simon Fraser Univ, Dept Econ, Burnaby, BC, Canada
关键词
Panel data; Fixed effects; Time-varying transformation; Collective household; Resource shares; PANEL-DATA MODELS; CENSORED REGRESSION-MODELS; NONPARAMETRIC IDENTIFICATION; SEMIPARAMETRIC ESTIMATION; DURATION MODELS; RANK ESTIMATION; UNKNOWN TRANSFORMATION; INTERTEMPORAL BEHAVIOR; CONSISTENT ESTIMATION; DISCRETE RESPONSE;
D O I
10.1016/j.jeconom.2021.11.006
中图分类号
F [经济];
学科分类号
02 ;
摘要
We provide new results showing identification of a large class of fixed -T panel models, where the response variable is an unknown, weakly monotone, time-varying transformation of a latent linear index of fixed effects, regressors, and an error term drawn from an unknown stationary distribution. Our results identify the transformation, the coefficient on regressors, and features of the distribution of the fixed effects. We then develop a full-commitment intertemporal collective household model, where the implied quantity demand equations are time-varying functions of a linear index. The fixed effects in this index equal logged resource shares, defined as the fractions of household expenditure enjoyed by each household member. Using Bangladeshi data, we show that women's resource shares decline with household budgets and that half of the variation in women's resource shares is due to unobserved household-level heterogeneity.& COPY; 2021 Elsevier B.V. All rights reserved.
引用
收藏
页码:576 / 597
页数:22
相关论文
共 92 条
[1]   Leapfrog estimation of a fixed-effects model with unknown transformation of the dependent variable [J].
Abrevaya, J .
JOURNAL OF ECONOMETRICS, 1999, 93 (02) :203-228
[2]   Rank estimation of a generalized fixed-effects regression model [J].
Abrevaya, J .
JOURNAL OF ECONOMETRICS, 2000, 95 (01) :1-23
[3]   Interval censored regression with fixed effects [J].
Abrevaya, Jason ;
Muris, Chris .
JOURNAL OF APPLIED ECONOMETRICS, 2020, 35 (02) :198-216
[4]   An alternative root-n consistent estimator for panel data binary choice models [J].
Ai, Chunrong ;
Gan, Li .
JOURNAL OF ECONOMETRICS, 2010, 157 (01) :93-100
[5]   Cross section and panel data estimators for nonseparable models with endogenous regressors [J].
Altonji, JG ;
Matzkin, RL .
ECONOMETRICA, 2005, 73 (04) :1053-1102
[6]  
[Anonymous], 1980, Economics and consumer behavior
[7]  
Arellano M., 2007, ADV EC ECONOMETRICS, V43, P381, DOI DOI 10.1017/CBO9781139060035
[8]   Identifying Distributional Characteristics in Random Coefficients Panel Data Models [J].
Arellano, Manuel ;
Bonhomme, Stephane .
REVIEW OF ECONOMIC STUDIES, 2012, 79 (03) :987-1020
[9]   Nonlinear Panel Data Analysis [J].
Arellano, Manuel ;
Bonhomme, Stephane .
ANNUAL REVIEW OF ECONOMICS, VOL 3, 2011, 3 :395-424
[10]   Robust Priors in Nonlinear Panel Data Models [J].
Arellano, Manuel ;
Bonhomme, Stephane .
ECONOMETRICA, 2009, 77 (02) :489-536