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A Banking Platform to Leverage Data Driven Marketing with Machine Learning
Payment data is one of the most valuable assets that retail banks can leverage as the major competitive advantage with respect to new entrants such as Fintech companies or giant internet companies. In marketing, the value behind data relates to the power of encoding customer preferences: the better...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947041/ https://www.ncbi.nlm.nih.gov/pubmed/35327858 http://dx.doi.org/10.3390/e24030347 |
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author | Torrens, Marc Tabakovic, Amir |
author_facet | Torrens, Marc Tabakovic, Amir |
author_sort | Torrens, Marc |
collection | PubMed |
description | Payment data is one of the most valuable assets that retail banks can leverage as the major competitive advantage with respect to new entrants such as Fintech companies or giant internet companies. In marketing, the value behind data relates to the power of encoding customer preferences: the better you know your customer, the better your marketing strategy. In this paper, we present a B2B2C lead generation application based on payment transaction data within the online banking system. In this approach, the bank is an intermediary between its private customers and merchants. The bank uses its competence in Machine Learning driven marketing to build a lead generation application that helps merchants run data driven campaigns through the banking channels to reach retail customers. The bank’s retail customers trade the utility hidden in its payment transaction data for special offers and discounts offered by merchants. During the entire process banks protects the privacy of the retail customer. |
format | Online Article Text |
id | pubmed-8947041 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89470412022-03-25 A Banking Platform to Leverage Data Driven Marketing with Machine Learning Torrens, Marc Tabakovic, Amir Entropy (Basel) Article Payment data is one of the most valuable assets that retail banks can leverage as the major competitive advantage with respect to new entrants such as Fintech companies or giant internet companies. In marketing, the value behind data relates to the power of encoding customer preferences: the better you know your customer, the better your marketing strategy. In this paper, we present a B2B2C lead generation application based on payment transaction data within the online banking system. In this approach, the bank is an intermediary between its private customers and merchants. The bank uses its competence in Machine Learning driven marketing to build a lead generation application that helps merchants run data driven campaigns through the banking channels to reach retail customers. The bank’s retail customers trade the utility hidden in its payment transaction data for special offers and discounts offered by merchants. During the entire process banks protects the privacy of the retail customer. MDPI 2022-02-28 /pmc/articles/PMC8947041/ /pubmed/35327858 http://dx.doi.org/10.3390/e24030347 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Torrens, Marc Tabakovic, Amir A Banking Platform to Leverage Data Driven Marketing with Machine Learning |
title | A Banking Platform to Leverage Data Driven Marketing with Machine Learning |
title_full | A Banking Platform to Leverage Data Driven Marketing with Machine Learning |
title_fullStr | A Banking Platform to Leverage Data Driven Marketing with Machine Learning |
title_full_unstemmed | A Banking Platform to Leverage Data Driven Marketing with Machine Learning |
title_short | A Banking Platform to Leverage Data Driven Marketing with Machine Learning |
title_sort | banking platform to leverage data driven marketing with machine learning |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947041/ https://www.ncbi.nlm.nih.gov/pubmed/35327858 http://dx.doi.org/10.3390/e24030347 |
work_keys_str_mv | AT torrensmarc abankingplatformtoleveragedatadrivenmarketingwithmachinelearning AT tabakovicamir abankingplatformtoleveragedatadrivenmarketingwithmachinelearning AT torrensmarc bankingplatformtoleveragedatadrivenmarketingwithmachinelearning AT tabakovicamir bankingplatformtoleveragedatadrivenmarketingwithmachinelearning |