AUTHOR=Zu Tianlong , Munsell Jeremy , Rebello N. Sanjay TITLE=Subjective Measure of Cognitive Load Depends on Participants’ Content Knowledge Level JOURNAL=Frontiers in Education VOLUME=Volume 6 - 2021 YEAR=2021 URL=https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2021.647097 DOI=10.3389/feduc.2021.647097 ISSN=2504-284X ABSTRACT=Cognitive load theory posits the classic view that cognitive load has three components: intrinsic, extraneous and germane. Prior research has shown that subjective ratings are valid measures of different cognitive load subtypes. To a lesser degree, how the validity of these subjective ratings depends on learner characteristics has not been studied. In this research, we explored the extent to which the validity of a specific set of subjective measures depends upon learners’ prior knowledge. Specifically, we developed an eight-item survey to measure the three aforementioned subtypes of cognitive load perceived by participants in a testing environment. In the first experiment, (N = 45) participants categorized the eight items into different groups based on similarity of themes. Most of the participants sorted the items consistent with a three-fold construct of the cognitive load theory. Interviews with a subgroup (N= 13) of participants provided verbal evidence corroborating their understanding of the items that was consistent with the classic view of the cognitive load theory. In the second experiment, (N = 139) participants completed the survey twice after taking a conceptual test in a pre/post setting. A principal component analysis revealed a two-component structure for the survey when the content knowledge level of the participants was initially lower, but a three-component structure when the content knowledge of the participants was improved to a higher level. The results seem to suggest that low prior knowledge participants failed to differentiate the items targeting the intrinsic load from those measuring the extraneous load. In the third experiment, (N = 40) participants completed the cognitive load survey after taking a test consisting of problems imposing different levels of intrinsic and extraneous load. The results reveals that how participants rated on the cognitive load survey was consistent with how each cognitive load subtype was manipulated. Thus, the cognitive load survey developed is decently effective measuring different types of cognitive load. We suggest instructors to use this instrument after participants have established certain level of relevant knowledge.