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Developing of an Expert validated Unified Learner Feedback Scale for Online and Offline Educational Environments

This paper presents the development and psychometric validation of a unified, expert-validated feedback scale designed to evaluate and ensure parity between online and offline learning experiences in India, in alignment with the National Education Policy 2020 and UGC mandates.

Original authors: David Campbell, Mohit Totuka, Durgesh Batra

Published 2026-10-13
📖 5 min read🧠 Deep dive

Original authors: David Campbell, Mohit Totuka, Durgesh Batra

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ✨ This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

In the modern world of higher education, a student's degree is no longer defined solely by the physical walls of a classroom. Thanks to rapid technological shifts and global changes, learning now happens in a diverse ecosystem that includes traditional face-to-face lectures, fully online courses, and blended mixes of both. In India, a major national policy has declared that a degree earned through online study holds the exact same academic value and weight as one earned in a physical classroom. This is a significant step toward inclusivity, allowing students to learn from anywhere. However, this shift creates a practical puzzle for universities: if the final certificate is the same, how can institutions be sure the experience leading up to it is equally high quality? To answer this, educators need a way to listen to students that works for everyone, regardless of whether they are sitting in a lecture hall or logging in from home.

For decades, researchers have tried to measure the quality of learning environments using various surveys. Some of these tools were built specifically for online students, focusing on digital engagement, while others were designed only for traditional classrooms, looking at physical interactions and social dynamics. The problem is that these tools are often too specific to one mode of learning. A survey asking about "computer usage" might confuse a student in a physical lab, while a question about "classroom rules" might not make sense to someone in a virtual forum. This gap meant that universities lacked a single, reliable way to compare the learning experiences of their online and offline students. Without a common language to describe these experiences, it is difficult to ensure that the quality of education remains consistent across different delivery methods.

To solve this, a team of researchers at Manipal University Jaipur set out to build a new, unified tool. Their goal was to create a single feedback scale that could capture the essence of learning for any student, whether they were studying online, offline, or a mix of both. They began by gathering a massive list of ninety-seven different ideas about what makes a learning environment good or bad. These ideas came from existing theories and surveys, covering everything from how much a student feels supported by a teacher to how clear the course rules are. The researchers then brought in a group of ten experienced education experts to help them make sense of this long list. Using a structured process where experts reviewed and refined the ideas over several rounds, the team slowly whittled the ninety-seven concepts down. They merged similar ideas, removed duplicates, and grouped related concepts together until they were left with nine core themes that seemed to cover the most important aspects of learning for everyone.

These nine themes became the foundation of the new scale. The first theme, called "Affective Environment," looks at how students feel emotionally—whether they enjoy the class, feel safe asking questions, or feel bored. The second, "Classroom Regulation, Pace & Performance Climate," deals with the structure of the course: are the rules clear, is the workload manageable, and is there a sense of order? The third theme, "Meaning-Making & Authentic Cognitive Engagement," asks if the learning feels real and useful, connecting what is taught to the student's actual life and helping them understand complex ideas deeply. The fourth theme, "Equity, Diversity & Fairness," checks if every student feels treated with respect and if the teaching adapts to different needs. The fifth theme, "Institutional & Systemic Context," steps back to look at the bigger picture, including how family life, university policies, and available resources affect the learning experience.

The sixth theme, "Teaching Design, Facilitation & Instructional Scaffolding," focuses on the teacher's role, not just as a lecturer but as a guide who plans activities, offers support, and helps students navigate difficult tasks. The seventh theme, "Learner Agency & Participation," measures how much control students have over their own learning journey and how actively they participate in decisions. The eighth theme, "Peer Relationships & Social Climate," examines how students interact with one another, looking for signs of friendship, cooperation, and a sense of belonging. The final theme, "Resources, Infrastructure & Technology Integration," combines the physical and digital tools available to students, checking if they have access to the books, computers, and software they need to succeed.

Once these nine themes were finalized by the experts, the researchers turned them into a questionnaire. They tested this new tool with nearly nine hundred students from three different universities in India, ensuring a mix of online and offline learners. The data was analyzed to see if the questions actually measured what they were supposed to measure. The results were promising: the nine themes held up well as distinct and reliable categories. The statistical analysis showed that the questions grouped together exactly as the researchers had predicted, confirming that these nine areas are indeed the core pillars of a learning experience that apply to all students. The study suggests that this new scale can help universities compare the quality of their online and offline programs fairly, identifying where they are succeeding and where they need to improve.

This work does not claim to have solved every problem in education, nor does it say that online and offline learning are identical in every way. Instead, it offers a practical, validated way to listen to students across different modes of learning using the same language. By providing a single, robust instrument, the researchers have given institutions a tool to ensure that the promise of equal degrees is matched by an equal quality of experience. As education continues to evolve, having a clear, shared way to measure student feedback will be essential for maintaining high standards and ensuring that every learner, regardless of their location or method of study, receives the support they need to succeed.

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