Profitability and money propagation in communities of bank clients : a visual analytics approach

We analyze financial transactions of corporate bank clients not only at the level of particular customers, but also at the level of communities of customers and a system as a whole. We first build a structure of communities using the Louvain method, which in turn allows us to estimate the profitabil...

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Autores:
Berggrun, Luis
Salamanca, Juan
Díaz, Javier Gustavo
Ospina, Juan David
Tipo de recurso:
Article of investigation
Fecha de publicación:
2020
Institución:
Colegio de Estudios Superiores de Administración
Repositorio:
Repositorio CESA
Idioma:
eng
OAI Identifier:
oai:repository.cesa.edu.co:10726/5065
Acceso en línea:
http://hdl.handle.net/10726/5065
https://doi.org/10.1016/j.frl.2019.101387
Palabra clave:
Clustering
Data visualization
Systemic risk
Business data processing
Information analysis
Rights
License
Acceso Restringido
Description
Summary:We analyze financial transactions of corporate bank clients not only at the level of particular customers, but also at the level of communities of customers and a system as a whole. We first build a structure of communities using the Louvain method, which in turn allows us to estimate the profitability of each community. Then, we visualize the community structure and transaction propagation in a custom-made visual analytic platform. The detection and visualization of communities proved to be extremely valuable in the study of money propagation because it revealed a critical structure and the behavior of the clients.