Education loan prediction research using machine learning is emerging as one of the most impactful areas in data-driven financial decision-making. At ISBR Research Centre, this interdisciplinary focus reached another milestone with the successful Final Public Viva Voce of Mr. Rajender Nagpal (FPM13-2021). His doctoral work demonstrates how advanced analytics and predictive models can transform financial services in India.
His doctoral thesis, titled “Education Loan Approval Prediction Using Machine Learning: An Indian Context”, stands at the intersection of AI, finance, and management, making a valuable contribution to India’s growing digital financial ecosystem.
Machine Learning in Education Loan Prediction: Significance of the Research
The rising demand for education loans in India has created an urgent need for more efficient, transparent, and accurate approval systems. Through his work on education loan approval prediction using machine learning, Mr. Rajender developed a framework that enhances decision-making by integrating:
- Predictive algorithms
- Real-time data analysis
- Risk profiling tools
- Financial behavior insights
His research demonstrates how AI-driven financial models can support banks, NBFCs, and government-backed education loan schemes in improving efficiency and reducing defaults.
Examination Committee Members
The Final Public Viva Voce was evaluated by a distinguished committee:
- Dr. Anand Shankar Raja M. – Chairperson & Research Guide
- Dr. Anandram K. S. – Senior Director, ISBR Business School
- Dr. Senthilkumar Ranganathan – External Examiner, Alliance University
- Dr. M. R. Jhansi Rani – RAC Member 1
- Dr. Disha Gupta – RAC Member 2
ISBR Business School extends warm congratulations to Mr. Rajender Nagpal on this remarkable academic feat. His research on education loan approval prediction using machine learning highlights the transformative role of technology in financial decision-making.

About ISBR Business School: ISBR Business School, located in Bangalore, India, is a premier institution dedicated to providing world-class education in business and management. Accredited by the NBA and recognized by the Association of Indian Universities and the Ministry of HRD, Government of India, ISBR has consistently been ranked as a platinum institute by AICTE-CII. With a diverse student body, a strong emphasis on industry collaboration, and a curriculum designed to foster innovation and leadership, ISBR Business School is committed to shaping the business leaders of tomorrow. The school’s robust placement record and partnerships with top global companies underscore its commitment to excellence and career readiness for its students
