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...
- 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
- Palabra clave:
- Clustering
Data visualization
Systemic risk
Business data processing
Information analysis
- Rights
- License
- Acceso Restringido
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. |
---|