Real-Time Data Processing in Credit Risk Assessment: Enhancing Predictive Models and Decision-Making

<p>Real-time data processing has emerged as a transformative approach in credit risk assessment, enabling financial institutions to make timely, accurate and data-driven decisions. This paper explores the integration of real-time data streams with advanced predictive models to enhance credit risk evaluation processes. By leveraging cutting-edge technologies, such as stream processing frameworks and machine learning algorithms, the proposed approach provides instantaneous insights into borrower behavior, macroeconomic indicators and market conditions.</p>

Authors

Publication Details

Journal
Journal of Artificial Intelligence Machine Learning and Data Science
Published
2024-08-20
DOI
https://doi.org/10.51219/jaimld/sandeep-yadav/409
Primary Topic
Financial Distress and Bankruptcy Prediction
Type
article
Field-Weighted Citation Impact
0.00
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article

Real-Time Data Processing in Credit Risk Assessment: Enhancing Predictive Models and Decision-Making

Sandeep Kumar Yadav
Journal of Artificial Intelligence Machine Learning and Data Science
Financial Distress and Bankruptcy Prediction
article

Real-Time Data Processing in Credit Risk Assessment: Enhancing Predictive Models and Decision-Making

Sandeep Kumar Yadav
article en

Abstract

<p>Real-time data processing has emerged as a transformative approach in credit risk assessment, enabling financial institutions to make timely, accurate and data-driven decisions. This paper explores the integration of real-time data streams with advanced predictive models to enhance credit risk evaluation processes. By leveraging cutting-edge technologies, such as stream processing frameworks and machine learning algorithms, the proposed approach provides instantaneous insights into borrower behavior, macroeconomic indicators and market conditions.</p>

Journal of Artificial Intelligence Machine Learning and Data ScienceVol. 1(3)
Peace, Justice and strong institutions
Openalex Percentile: Top 58%
Financial Distress and Bankruptcy Prediction
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