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Design+                                                                    Evaluating a building code app



            called schemata in the long-term memory – a process   Cognitive load can determine the effectiveness of the
            required for meaningful learning.  Multimedia learning   learning or teaching method. Typically, lower cognitive
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            improves  comprehension,  lowers  anxiety,  and  improves   loads are linked to higher learning performances, whereas
            motivation.  Displaying information both visually and   poorer performances are linked to higher loads.  Recent
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            verbally helps learners build  integrated mental models   studies have shown that intrinsic load can be adjusted
            that make it easier for them to remember information.   to decrease load. Therefore, learning material should be
            However, adding repeated and irrelevant visual or verbal   designed to minimize extraneous load, allowing mental
            information affects learning and increases extraneous   effort to focus on germane load. Humans have two
            load. 9                                            channels; one is used to process visual information, and
              Mayer developed five principles that lowered extraneous   the other is used to process auditory information.  An
            processing  in  multimedia  learning  environments.  These   approach has been suggested to display part of the learning
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            principles include coherence, signaling, redundancy,   content visually and the other part verbally.
            spatial contiguity, and temporal contiguity. The coherence   Homer  et al.   conducted  two  studies  to  assess  the
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            principle  suggests  that  removing  unnecessary  material   use of video in multimedia learning environments by
            can liberate memory capacity to build schemata. The   evaluating  learning, cognitive load, and social presence.
            signaling principle suggests that learning can be more   The  first  study  divided  participants  into  two  conditions,
            effective when cues are added to emphasize the major key   a lecture video with slides or the lecture slides with
            point of the material, which can be done through verbal   narrated audio and no video. This study found a significant
            or visual signaling. Meanwhile, the redundancy principle   difference in cognitive load, especially in the group
            indicates that multimedia presentations are more effective   that watched the video. The second study also divided
            when using graphics and narrations instead of combining   participants  into two groups,  the  video and  no video
            on-screen text, graphics, and narrations. This is due to   condition. However, they collected background knowledge
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            the text causing visual overload.  Therefore, replacing   and visual/verbal learning preferences before studying.
            visual  text with verbal text  and adding visual  cues to   This study revealed that students who preferred low visual
            the instructions can reduce mental efforts.  Moreover,   learning experienced higher cognitive load during the
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            the spatial contiguity principle suggests that learning is   video condition, while those who preferred high visual
            enhanced when related text and pictures are presented   learning had higher cognitive load during the no video
            and placed closely together instead of separately. This   condition. 9
            organization can help the learner maintain both types of
            information longer in their working memory, improving   2.5. Concept maps
            their active learning. Finally, the temporal contiguity   Joseph D. Novak created the idea of concept mapping,
            principle refers to words and pictures or narrations and   suggesting that meaningful learning occurs when
            animations that correspond to each other and should be   new concepts and ideas are integrated into existing
            presented together instead of one after the other. 12  cognitive structures. Concept maps are visual knowledge
                                                               representations composed of nodes and links that
            2.4. Cognitive load                                demonstrate the relationship (links) between the concepts
            Cognitive load theory, developed by Sweller in 1991,  is a   (nodes). These maps can be used for various purposes
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            model that explains how the mind processes multimedia   such as brainstorming, composing complex structures,
            information. The brain has limited working memory   explaining  complex  ideas,  and  helping  to  learn  by
            to process visual and verbal information. Learning new   integrating new and prior knowledge. Some of their
            skills and tasks affects the working memory.  There are   benefits include easy and quick recognition, and usage of
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            three types of cognitive load, intrinsic  load, extraneous   minimal text that facilitates scanning of words, phrases,
            load, and germane load. Intrinsic load is the difficulty of   and main ideas. Finally, they are easier to understand
            the material or task being learned, the harder the task the   and convey meaning rather than just words. Along with
            more the intrinsic load. Extraneous load is the mental   technological advancement, the creation of various
            effort imposed based on the design and presentation of   software to design concept maps has been developed.
            the learning material.  Therefore, the better the learning   The use of computers for creating concept maps holds
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            content is presented the lower the extraneous load.  While   more advantages such as its ease of adding, deleting, and
            germane load is the mental effort used to understand new   making  additional  changes.  They also allow automatic
            information and incorporate it into existing knowledge or   dynamic linking and conversion of different files, as well
            schemata.  The process of creating schemata helps with   as enable quick and reliable communication and digital
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            students’ learning. 10                             storage.   Yousoof  et al.   suggested  using  concept  maps
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            Volume 2 Issue 1 (2025)                         3                                doi: 10.36922/dp.4730
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