Nonparametric estimation of marginal effects in regression-spline random effects models

Citation
Ma, Shujie et al., Nonparametric estimation of marginal effects in regression-spline random effects models, Econometric reviews , 39(8), 2020, pp. 792-825
Journal title
ISSN journal
07474938
Volume
39
Issue
8
Year of publication
2020
Pages
792 - 825
Database
ACNP
SICI code
Abstract
We consider a B-spline regression approach toward nonparametric modeling of a random effects (error component) model. We focus our attention on the estimation of marginal effects (derivatives) and their asymptotic properties. Theoretical underpinnings are provided, finite-sample performance is evaluated via Monte.Carlo simulation, and an application that examines the contribution of different types of public infrastructure on private production is investigated using panel data comprising the 48 contiguous states in the United States over the period 1970.1986.