Evaluation of Corporate Loans with Artificial Intelligence and Macroeconomic Indicators

In this study, a machine learning algorithm-based credit default risk determination was conducted for the Okm vehicle corporate portfolio in an automotive finance company, using macroeconomic variables. Calculating the probability of default for corporate loans requires an assessment of both the company and the guarantors. The financial history and overall condition of the company and the guarantor play a critical role in determining credit risk before making a credit decision. The dataset used in the study includes demographic, behavioral credit variables, and macroeconomic indicators. By utilizing this model in the Decision Support System, we developed a credit granting strategy that will reduce the overall default rate in the long term

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Publication Details

Published
2024-10-26
DOI
https://doi.org/10.1109/ubmk63289.2024.10773463
Citations
1
Primary Topic
Stock Market Forecasting Methods
Type
article
Field-Weighted Citation Impact
0.49
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article

Evaluation of Corporate Loans with Artificial Intelligence and Macroeconomic Indicators

Burak Yüksel, Şahin Nicat, Hakkı Berkay Çiçek
1 citations
Stock Market Forecasting Methods
0.49
article

Evaluation of Corporate Loans with Artificial Intelligence and Macroeconomic Indicators

Burak Yüksel, Şahin Nicat, Hakkı Berkay Çiçek
article en
1 citations

Abstract

In this study, a machine learning algorithm-based credit default risk determination was conducted for the Okm vehicle corporate portfolio in an automotive finance company, using macroeconomic variables. Calculating the probability of default for corporate loans requires an assessment of both the company and the guarantors. The financial history and overall condition of the company and the guarantor play a critical role in determining credit risk before making a credit decision. The dataset used in the study includes demographic, behavioral credit variables, and macroeconomic indicators. By utilizing this model in the Decision Support System, we developed a credit granting strategy that will reduce the overall default rate in the long term

Decent work and economic growth
Openalex Percentile: Top 28%
Stock Market Forecasting Methods
0.49
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