Combining environmental and socioeconomic data to understand determinants of conflicts in Colombia.
Colombia
Sustainable Development Goals
conflicts
data science
human rights
social impact
spatial analysis
Journal
Frontiers in big data
ISSN: 2624-909X
Titre abrégé: Front Big Data
Pays: Switzerland
ID NLM: 101770603
Informations de publication
Date de publication:
2023
2023
Historique:
received:
25
11
2022
accepted:
23
01
2023
entrez:
6
3
2023
pubmed:
7
3
2023
medline:
7
3
2023
Statut:
epublish
Résumé
Conflicts cause immense human suffering, violate human rights, and affect people's stability. Colombia is affected for decades by a high level of armed conflicts and violence. The political and socio-economic situation, drug trafficking in the Colombian economy, and natural disasters events affect the country and foster general violence. In this work, we aim to evaluate the role of the socioeconomic, political, financial, and environmental determinants of conflicts in the Colombian context. To achieve these aims, we apply a spatial analysis to explore patterns and identify areas that suffer from high levels of conflict. We investigate the role of determinants and their relationship with conflicts through spatial regression models. In this study, we do not consider only the entire Colombian territory, but we extend the analysis to a restricted area (Norte de Santander department) to explore the phenomena locally. Our findings indicate a possible diffusion process of conflicts and the presence of spillover effects among regions by comparing the two most known spatial regression models. As regards possible key drivers of conflicts, our results show that surprisingly socioeconomic variables present very little relationship with conflicts, while natural disasters and cocaine areas show a relevant impact on them. Despite some variables seeming to be the more informative to explain the process globally, they highlight a strong relationship for only a few specific areas while considering a local analysis. This result proves the importance of moving to a local investigation to strengthen our understanding and bring out additional interesting information. Our work emphasizes how the identification of key drivers of violence is crucial to have evidence to inform subnational governments and to support the decision-making policies that could assess targeted policy options.
Identifiants
pubmed: 36875155
doi: 10.3389/fdata.2023.1107785
pmc: PMC9978383
doi:
Types de publication
Journal Article
Langues
eng
Pagination
1107785Informations de copyright
Copyright © 2023 Fiandrino, Cattuto, Paolotti and Schifanella.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Références
Int J Environ Res Public Health. 2013 Dec 16;10(12):7207-28
pubmed: 24351742
Demogr Res. 2012 Mar 2;26:151-166
pubmed: 25578024
Bull Narc. 1979 Apr-Jun;31(2):1-44
pubmed: 261574
Acta Trop. 2016 Dec;164:169-176
pubmed: 27619189
BMC Med. 2020 May 15;18(1):127
pubmed: 32410615
Sci Rep. 2021 Aug 19;11(1):16848
pubmed: 34413350
Biom J. 2015 Jul;57(4):531-55
pubmed: 25501529