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Profitability and Money Propagation in Communities of Bank Clients: A Visual Analytics Approach

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Publication date: Available online 2 December 2019

Source: Finance Research Letters

Author(s): Luis Berggrun, Juan Salamanca, Javier Díaz, Juan David Ospina

Abstract

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.


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