AUTHOR=Schmidt Katie J. , Dukewich Kristie R. , Symonds C. Itzel , Thrasher Alex V. TITLE=When more isn’t better: evidence for an instructional equivalence hypothesis in multimedia design JOURNAL=Frontiers in Psychology VOLUME=Volume 16 - 2025 YEAR=2025 URL=https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2025.1718397 DOI=10.3389/fpsyg.2025.1718397 ISSN=1664-1078 ABSTRACT=Pedagogical theories suggest that effective multimedia can reduce extraneous cognitive load and help students create mental models of new learning. Theoretically derived and empirically supported design principles are widely assumed to improve learning outcomes, but most of the principles have been studied in relative isolation. This study was conducted as a strong test of multimedia design for learning controlling for content and pedagogy. We presented participants with short educational videos using three different multimedia formats: Rich multimedia, sparse multimedia, and no multimedia. Despite the strong theoretical and empirical foundations for this experiment, there was no significant effect of multimedia design on learning outcomes, F(2, 126) = 0.52, p = 0.60, ηp2 = 0.008. Need for Cognition scores were measured and included as a covariate; however, they did not significantly predict performance across conditions, F(1, 63) = 0.25, p = 0.62, ηp2 = 0.004. Contrary to expectation, multimedia design had no measurable impact on student learning. To account for this pattern, we introduce the Instructional Equivalence Hypothesis—the proposal that when content and pedagogy are effective and internally aligned, the format of multimedia presentation may be functionally interchangeable. This framework challenges a central assumption of the multimedia learning literature and invites a reevaluation of how design principles are theorized, tested, and applied in educational settings.