Automated Loan Lending System with Artificial Neural Networks

The proposed project involves designing an Artificial Neural Network (ANN) model to predict loan repayment behavior. Using data sourced from platforms such as the 'LendingClub' dataset available on Kaggle, the system aims to classify potential borrowers as likely to repay or default on loans. The ANN model is expected to enhance decision-making in financial institutions by providing a robust, data-driven mechanism for risk assessment. This paper outlines the project's objectives, background, methodology, and conclusions, demonstrating the potential of machine learning in the domain of financial risk analysis.

Publication Details

Journal
ScholarSphere (Penn State Libraries)
Published
2025-04-23
DOI
https://doi.org/10.26207/nsfg-2r56
Primary Topic
Financial Distress and Bankruptcy Prediction
Type
article
Field-Weighted Citation Impact
0.00
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article

Automated Loan Lending System with Artificial Neural Networks

ScholarSphere (Penn State Libraries)
Financial Distress and Bankruptcy Prediction
article

Automated Loan Lending System with Artificial Neural Networks

article en

Abstract

The proposed project involves designing an Artificial Neural Network (ANN) model to predict loan repayment behavior. Using data sourced from platforms such as the 'LendingClub' dataset available on Kaggle, the system aims to classify potential borrowers as likely to repay or default on loans. The ANN model is expected to enhance decision-making in financial institutions by providing a robust, data-driven mechanism for risk assessment. This paper outlines the project's objectives, background, methodology, and conclusions, demonstrating the potential of machine learning in the domain of financial risk analysis.

ScholarSphere (Penn State Libraries)
Peace, Justice and strong institutions
Openalex Percentile: Top 39%
Financial Distress and Bankruptcy Prediction
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Automated Loan Lending System with Artificial Neural Networks · ScholarSphere (Penn State Libraries) (2025) | TGRS Research Map | TGRS