International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 12 Issue: 05 | May 2025
p-ISSN: 2395-0072
www.irjet.net
EduMatrix – NextGen Learning Platform Deepak Baghel1, Midhvana Rishi2, Hariom Kushwah3, Aditya Pratap Sisodiya4, Manoj Kumar Yadav5 1-4 Student Computer Science and Information Technology, Dronacharya Group of Institutions, U.P, India 5 Assist. Professor, Dept. of Computer Science and Information Technology, Dronacharya Group of Institutions, U.P,
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Abstract - The increasing complexity of digital learning
Despite these technological advancements, a significant gap persists in the availability of unified solutions that seamlessly combine document management, AI-powered summarization, automated assessment, productivity tools, and mood-based engagement strategies within a single, coherent interface. Existing platforms often require users to navigate disparate applications for studying, selfassessment, productivity tracking, and well-being support, leading to cognitive overload and reduced study efficacy. There remains a critical need for an all-in-one system that not only streamlines academic workflows but also dynamically adapts to students’ cognitive and emotional states.
environments necessitates integrated solutions that address both academic and motivational challenges faced by students. EduMatrix – NextGen Learning Platform is designed as a comprehensive, modular system that unifies AI-powered document summarization, interactive interview preparation, productivity tools, and adaptive engagement features within a single platform. This study presents the architecture, implementation, and pilot evaluation of EduMatrix. The platform supports document management, real-time summarization, context-aware chatbot assistance, and mood-based recommendations for music and games, aiming to enhance both learning outcomes and user engagement. A hypothetical pilot deployment with undergraduate students demonstrated notable improvements in usability, session duration, and content retention compared to conventional learning management systems. The results suggest that EduMatrix's integrated approach can significantly improve student productivity and motivation. Future work will focus on large-scale empirical validation and the addition of collaborative and gamification features to further personalize and enrich the learning experience. Key Words: AI-Powered Learning Platform, React Architecture, Real-Time Speech Evaluation, Adaptive Educational Tools, Context-Aware Chatbot.
EduMatrix – NextGen Learning Platform is designed to address this gap by providing a modular, extensible environment that unifies advanced study tools, AI-driven learning support, and adaptive engagement features. The platform’s architecture integrates document upload and summarization, automated quiz and interview preparation, context-aware chatbot assistance, and a suite of productivity utilities, all augmented by mood-based music and game recommendations. This paper presents the design rationale, implementation, and pilot evaluation of EduMatrix, aiming to assess its impact on usability, engagement, and learning outcomes in comparison to conventional LMS solutions.
1.INTRODUCTION
1.1 Objective
The rapid evolution of digital learning environments has transformed the landscape of higher education, necessitating platforms that not only deliver content but also foster sustained engagement, adaptability, and productivity among students. Traditional learning management systems (LMS) have been critiqued for their limited interactivity, fragmented toolsets, and insufficient personalization, which can impede both academic performance and learner motivation. Recent advances in artificial intelligence (AI) and user-centric design have enabled the development of integrated platforms that address these deficiencies by offering adaptive learning pathways, real-time feedback, and holistic support mechanisms
The primary objective of EduMatrix – NextGen Learning Platform is to create a unified digital environment that centralizes advanced study tools, AI-powered summarization, automated quiz generation, and essential productivity resources within a single modular interface. By integrating document management, real-time summarization, and self-assessment features, the platform streamlines academic workflows and eliminates the inefficiencies associated with switching between multiple applications. This cohesive approach is designed to enhance learning efficiency, promote consistent study habits, and provide immediate access to all critical resources required for effective, self-directed learning.
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