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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: December 2025
Volume 10 | Issue 12
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 10
Issue Published : 115
Article Submitted : 19454
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Total Authors : 21252
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| Paper Title: | Machine Learning-Based Decision Support System for Higher Education Efficiency |
| Authors Name: | M.RiyazMohammed , S.AbdulSaleem , M.Sabibullah , J.Aalo Imran |
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IJRTI_205573
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| Published Paper Id: | IJRTI2508047 |
| Published In: | Volume 10 Issue 8, August-2025 |
| DOI: | |
| Abstract: | In the rapidly evolving landscape of higher education, the need for efficient, data-driven decision-making has become increasingly important. Traditional methods of administration, which often rely on manual processes and intuition, are no longer sufficient to address the complex challenges faced by educational institutions. This paper presents a Machine Learning-Based Decision Support System (ML-DSS) designed to enhance the administrative processes in higher education. The system leverages advanced machine learning algorithms to analyze large datasets, provide actionable insights, and support strategic decision- making. The paper discusses the system's architecture, the algorithms used, and the potential impact on various administrative functions such as student recruitment, resource allocation, and academic performance monitoring. The results of a pilot study conducted at a large university are presented, demonstrating the system's effectiveness in improving administrative efficiency and outcomes. |
| Keywords: | Machine Learning, Decision Support System, Higher Education, Administration, Predictive Analytics, Student Performance, Enrollment Management, Resource Allocation, Academic Planning, Data-Driven Decision-Making |
| Cite Article: | "Machine Learning-Based Decision Support System for Higher Education Efficiency", International Journal of Science & Engineering Development Research (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 8, page no.a375-a382, August-2025, Available :http://www.ijrti.org/papers/IJRTI2508047.pdf |
| Downloads: | 000796 |
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2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2508047
Registration ID:205573
Published In: Volume 10 Issue 8, August-2025
DOI (Digital Object Identifier):
Page No: a375-a382 Country: TIRUCHIRAPPALLI, TAMILNADU, India Research Area: Computer Science & Technology Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2508047 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2508047 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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