Enlarging of the sample to address multicollinearity

Fuente: arXiv
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Main Authors: Gómez, Román Salmerón, García, Catalina García, Sánchez, Ainara Rodríguez
Format: Preprint
Published: 2024
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author Gómez, Román Salmerón
García, Catalina García
Sánchez, Ainara Rodríguez
author_facet Gómez, Román Salmerón
García, Catalina García
Sánchez, Ainara Rodríguez
contents The paper analyzes how the enlarging of the sample affects to the mitigation of collinearity concluding that it may mitigate the consequences of collinearity related to statistical analysis but not necessarily the numerical instability. The problem that is addressed is of importance in the teaching of social sciences since it discusses one of the solutions proposed almost unanimously to solve the problem of multicollinearity. For a better understanding and illustration of the contribution of this paper, two empirical examples are presented and not highly technical developments are used.
format Preprint
id arxiv_https___arxiv_org_abs_2407_01172
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Enlarging of the sample to address multicollinearity
Gómez, Román Salmerón
García, Catalina García
Sánchez, Ainara Rodríguez
Applications
62J05
The paper analyzes how the enlarging of the sample affects to the mitigation of collinearity concluding that it may mitigate the consequences of collinearity related to statistical analysis but not necessarily the numerical instability. The problem that is addressed is of importance in the teaching of social sciences since it discusses one of the solutions proposed almost unanimously to solve the problem of multicollinearity. For a better understanding and illustration of the contribution of this paper, two empirical examples are presented and not highly technical developments are used.
title Enlarging of the sample to address multicollinearity
topic Applications
62J05
url https://arxiv.org/abs/2407.01172