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The aim is to automate and improve the loan approval process using a machine learning application.

April 23, 2026Open Access

Loan Approval Prediction System

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The aim is to automate and improve the loan approval process using a machine learning application.
Analyzed applicant data including income, credit history, employment status, and loan amount.
Applied data preprocessing techniques and built models using classification algorithms.
Selected the best-performing model for loan prediction deployment.
Achieved improved accuracy and reliability in loan predictions.
Reduced manual effort and minimized risk for financial institutions.
Provided quicker, data-driven decisions through a user-friendly web interface.

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Machine learning automates loan approval predictions in financial institutions, enhancing efficiency and reducing risk.

Reddy et al. (2026) studied this question.

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