From Attention to Analogy: A Framework for Classifying Introductory Video Shorts in Data Analytics Education

Introduction Educational theory suggests that multimedia segments used in online and face-to-face instruction can differ substantially in their cognitive impact. Many video shorts are designed primarily to capture learners’ attention and motivate engagement with subsequent instruction. Others, however, can support deeper learning by fostering analogical reasoning, strengthening visual encoding, and illustrating the meaningful consequences of conceptual errors.

This exploratory paper proposes a preliminary framework for classifying instructional video shorts by their potential instructional value. We outline a three-level framework comprising Attention Shorts, Concept Preview Shorts, and Conceptual Analogy and Consequence Shorts. This framework integrates principles from ARCS motivation theory, advance organizer theory, multimedia learning, Systems Analogical Learning Theory (SALT), distinctiveness theory, emotional memory research, and error-based learning.

Level Category Learner Question Addressed Primary Objective Theoretical Foundation Expected Outcome 1 Attention Shorts Why should I pay attention? Gain attention ARCS Motivation and engagement 2 Concept Preview Shorts What am I about to learn? Prepare for instruction ARCS, Advance Organizers, Multimedia Learning Schema activation and readiness 3 Conceptual Analogy & Consequence Shorts Why does this concept matter and what happens if I get it wrong? Deep conceptual understanding SALT, Dual Coding, Distinctiveness, Emotional Memory, Error-Based Learning Retention, transfer, and error recognition To illustrate the proposed framework, examples of all three levels of instructional shorts will be presented during this session. These examples demonstrate how instructional videos can progress from simple attention-getting devices to advance organizers and ultimately to analogy- and consequence-based learning experiences that promote deeper understanding and long-term retention.

Selected References Ausubel, D. P. (1960). The use of advance organizers in the learning and retention of meaningful verbal material. Keller, J. M. (1987). Development and use of the ARCS model of instructional design. Mayer, R. E. (2021). Multimedia Learning (3rd ed.). McGaugh, J. L. (2003). Memory and Emotion. Metcalfe, J. (2017). Learning from errors. Paivio, A. (1986). Mental Representations: A Dual Coding Approach. Von Restorff, H. (1933). On the isolation effect. Fadel, K., et al. Systems Analogical Learning Theory (SALT).