Generalized Recentered Influence Function Regressions

This paper suggests a generalization of covariate shifts to study distributional impacts on inequality and distributional measures. It builds on the recentered influence function (RIF) regression method, originally designed for location shifts in covariates, and extends it to general policy interventions, such as location–scale or asymmetric interventions. Numerical simulations for the Gini, Theil, and Atkinson indexes demonstrate strong performance across a myriad of cases and distributional measures. An empirical application examining changes in Mincerian equations is presented to illustrate the method.

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Publication Details

Journal
Econometrics
Published
2025-04-17
DOI
https://doi.org/10.3390/econometrics13020019
Citations
2
Primary Topic
Statistical Methods and Inference
Type
article
Field-Weighted Citation Impact
5.26
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article

Generalized Recentered Influence Function Regressions

Javier Alejo, Julián Martínez-Iriarte, Antonio F. Galvao
2 citations
Econometrics
Statistical Methods and Inference
5.26
article

Generalized Recentered Influence Function Regressions

Javier Alejo, Julián Martínez-Iriarte, Antonio F. Galvao
article en
2 citations

Abstract

This paper suggests a generalization of covariate shifts to study distributional impacts on inequality and distributional measures. It builds on the recentered influence function (RIF) regression method, originally designed for location shifts in covariates, and extends it to general policy interventions, such as location–scale or asymmetric interventions. Numerical simulations for the Gini, Theil, and Atkinson indexes demonstrate strong performance across a myriad of cases and distributional measures. An empirical application examining changes in Mincerian equations is presented to illustrate the method.

EconometricsVol. 13(2)
Consejo Nacional de Investigaciones Científicas y Técnicas (AR), Universidad de la República de Uruguay (UY), University of California, Santa Cruz (US), Universidad de Buenos Aires (AR), Michigan State University (US)
Openalex Percentile: Top 5%
Statistical Methods and Inference
5.26
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