FACTOR ANALYSIS OF THE CLIMATIC VULNERABILITY INDEX IN THE STATE OF MINAS GERAIS: A STUDY ON THE INDEX FACTORS FOR VULNERABILITY IN THE MUNICIPALITIES

Authors

DOI:

https://doi.org/10.14393/RCG2610375034

Keywords:

Multivariate statistics, Constructs, Principal components, Environmental variables

Abstract

Social, environmental, and economic indicators are frequently used to characterize a specific sector of interest. Understanding these indicators has significant impacts on the socioeconomic development of regions. This study aims to interpret the variables of the Climatic Vulnerability Index in the Brazilian State of Minas Gerais (IMVC) through factor analysis, with a view to gaining a better understanding of climatic vulnerabilities in its municipalities. The variables were obtained from data available on the Clima Gerais website (https://clima-gerais.meioambiente.mg.gov.br/) and standardized to ensure an effective analysis. Confirmatory Factor Analysis (CFA) was used to assess the adequacy of the original IMVC model building on the variables and theoretical constructs of the index. Exploratory Factor Analysis (EFA) was used to identify latent factors that explain most of the variance in the data, grouping variables with high correlations and making interpretation possible. The results indicate that EFA, through principal component analyses, was able to reduce data dimensionality to four components, explaining a considerable percentage of the total data variance upon an appropriate adjustment to the model, suggesting that the extracted components effectively capture the structure of the original data.

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Author Biographies

  • Raphael Sússia Silva, Universidade Federal de Uberlândia

    Bacharel em Estatística pela Universidade Federal de Uberlândia-UFU (2020) e em Comunicação Social - Publicidade e Propaganda pela Escola Superior de Administração, Marketing e Comunicação de Uberlândia-ESAMC (2012). Atuou como professor assistente na UNIPAC Uberlândia, ministrando aulas de estatística e matemática aplicada em vários cursos. Atualmente, cursa mestrado no Programa de Pós-Graduação em Qualidade Ambiental pela UFU.

  • Ednaldo Carvalho Guimarães, Universidade Federal de Uberlândia

    Bacharel em Engenharia Agrícola pela Escola Superior de Agricultura de Lavras/Universidade Federal de Lavras (ESAL/UFLA), Mestre em Engenharia Agrícola pela Universidade Estadual de Campinas (UNICAMP) Doutor em Engenharia Agrícola pela Universidade Estadual de Campinas (UNICAMP). Professor Titular da Universidade Federal de Uberlândia (UFU) no Instituto de Matemática e Estatística (IME)

Published

2025-02-24

How to Cite

SILVA, Raphael Sússia; GUIMARÃES, Ednaldo Carvalho. FACTOR ANALYSIS OF THE CLIMATIC VULNERABILITY INDEX IN THE STATE OF MINAS GERAIS: A STUDY ON THE INDEX FACTORS FOR VULNERABILITY IN THE MUNICIPALITIES. Caminhos de Geografia, Uberlândia, v. 26, n. 103, p. 305–319, 2025. DOI: 10.14393/RCG2610375034. Disponível em: https://seer.ufu.br/index.php/caminhosdegeografia/article/view/75034. Acesso em: 31 mar. 2025.