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Next-Generation Credit Scoring: Leveraging AI to Integrate Alternative Data for Financial Inclusion
Subject area: Science,Engineering and Technology · Area of research: Artificial Intelligence
Abstract
A new suite of AI-powered credit scoring systems that richly incorporate alternative data-including mobile payments, telecommunications data, behavioral digital traces, and psychometric indicators-can provide a new approach to broadening access to credit by members of traditionally underserved communities. This paper presents a conceptual motivation to exploit the predictive accuracy and fairness potential of these non-conventional inputs over the traditional scoring models of the past. Basing the evidence on quantitative research, case studies, and theory analysis we are developing a more specific research question and testable hypothesis. Finally, the paper will also attempt to lay out a road-map on how a robust ethical credit can be deployed, which in a globalized world will need to be inclusive of diversities of economies.
How to cite this paper
@article{1710203,
author = {Godwin David Akhamere},
title = {Next-Generation Credit Scoring: Leveraging AI to Integrate Alternative Data for Financial Inclusion},
journal = {Iconic Research And Engineering Journals},
year = {2024},
volume = {8},
number = {2},
pages = {1112-1124},
issn = {2456-8880},
url = {https://www.irejournals.com/formatedpaper/1710203.pdf},
abstract = {A new suite of AI-powered credit scoring systems that richly incorporate alternative data-including mobile payments, telecommunications data, behavioral digital traces, and psychometric indicators-can provide a new approach to broadening access to credit by members of traditionally underserved communities. This paper presents a conceptual motivation to exploit the predictive accuracy and fairness potential of these non-conventional inputs over the traditional scoring models of the past. Basing the evidence on quantitative research, case studies, and theory analysis we are developing a more specific research question and testable hypothesis. Finally, the paper will also attempt to lay out a road-map on how a robust ethical credit can be deployed, which in a globalized world will need to be inclusive of diversities of economies.},
month = {August},
}