heterogeneous effects;
instrumental variables;
local average treatment effects;
per-cluster estimation;
population average effects;
INSTRUMENTAL VARIABLES ESTIMATION;
AVERAGE;
HETEROGENEITY;
IDENTIFICATION;
REGRESSION;
EQUATION;
RETURN;
D O I:
10.1002/jae.3042
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
We propose a per-cluster instrumental variable (PCIV) approach for estimating linear correlated random coefficient models in the presence of contemporaneous endogeneity and two-way fixed effects. This approach estimates heterogeneous effects and aggregates them to population averages. We demonstrate consistency, showing robustness over standard estimators, and provide analytic standard errors for robust inference. In Monte Carlo simulation, PCIV performs relatively well in finite samples in either dimension. We apply PCIV in estimating the price elasticity of gasoline demand using state fuel taxes as instrumental variables. We find significant elasticity heterogeneity and more elastic gasoline demand on average than with standard estimators.
机构:
Michigan State Univ, Dept Econ, E Lansing, MI 48824 USAMichigan State Univ, Dept Econ, E Lansing, MI 48824 USA
Bates, Michael David
Castellano, Katherine E.
论文数: 0引用数: 0
h-index: 0
机构:
Educ Testing Serv, San Francisco, CA 94105 USAMichigan State Univ, Dept Econ, E Lansing, MI 48824 USA
Castellano, Katherine E.
Rabe-Hesketh, Sophia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94720 USA
Univ Calif Berkeley, Grad Grp Biostat, Berkeley, CA 94720 USAMichigan State Univ, Dept Econ, E Lansing, MI 48824 USA
机构:
Michigan State Univ, Dept Econ, E Lansing, MI 48824 USAMichigan State Univ, Dept Econ, E Lansing, MI 48824 USA
Bates, Michael David
Castellano, Katherine E.
论文数: 0引用数: 0
h-index: 0
机构:
Educ Testing Serv, San Francisco, CA 94105 USAMichigan State Univ, Dept Econ, E Lansing, MI 48824 USA
Castellano, Katherine E.
Rabe-Hesketh, Sophia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94720 USA
Univ Calif Berkeley, Grad Grp Biostat, Berkeley, CA 94720 USAMichigan State Univ, Dept Econ, E Lansing, MI 48824 USA