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the psychology of learning and motivation - Percepts and Concepts ...

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60 John Swellerthan memorizing <strong>the</strong> answer to 3 4. If so, <strong>the</strong> task is treated as a lowelement interactivity or ‘‘rote-learned’’ task. O<strong>the</strong>r students may learn that3 4 means 3 lots <strong>of</strong> 4 or 4 + 4 + 4. These learners are beginning tounderst<strong>and</strong> <strong>the</strong> procedure. But note <strong>the</strong> process <strong>of</strong> underst<strong>and</strong>ing. It relieson long-term memory in exactly <strong>the</strong> same way as <strong>the</strong> rote <strong>learning</strong> with <strong>the</strong>only difference being in what is memorized. Rote <strong>learning</strong> simply means<strong>learning</strong> that 3 4 = 12, while <strong>learning</strong> with some degree <strong>of</strong> underst<strong>and</strong>ingmeans that in addition to <strong>learning</strong> that 3 4 = 12, students have alsolearned that 3 4 = 4 + 4 + 4 = 12. Both <strong>learning</strong> by rote <strong>and</strong> <strong>learning</strong>with underst<strong>and</strong>ing require changes to long-term memory with <strong>the</strong> onlydifference being that <strong>learning</strong> with underst<strong>and</strong>ing requires that more bememorized. If more is memorized, for example, that 3 4=4+4+ 4 = 3 + 3 + 3 + 3 = 12, <strong>the</strong>n even more is understood. Fur<strong>the</strong>r underst<strong>and</strong>ingoccurs when 3 4 = 12 can be related to subtraction, division,<strong>and</strong> more general ma<strong>the</strong>matical systems. In each case, fur<strong>the</strong>r underst<strong>and</strong>ingconsists <strong>of</strong> more information stored in long-term memory.Before this high element interactivity information can be stored inlong-term memory in order for <strong>the</strong> environmental organizing <strong>and</strong> linkingprinciple to apply, it must <strong>of</strong> course be processed first in working memory.Processing high element interactivity information in working memoryimposes a high intrinsic cognitive load. Acquiring <strong>the</strong> informationrequires a greater use <strong>of</strong> ei<strong>the</strong>r <strong>the</strong> r<strong>and</strong>omness as genesis principle if<strong>the</strong> information is discovered by learners or <strong>the</strong> borrowing <strong>and</strong> reorganizingprinciple if <strong>the</strong> information is presented. In ei<strong>the</strong>r case, <strong>the</strong> workingmemory load (narrow limits <strong>of</strong> change principle) is increased compared tonot having to process <strong>the</strong> additional information, especially if <strong>the</strong> r<strong>and</strong>omnessas genesis principle must be used. Learners can avoid processing<strong>the</strong> additional information by just <strong>learning</strong> that 3 4 = 12, resulting in ahigh element interactivity task being turned into a low element interactivitytask. Of course, what has been learned has been changed. Changingwhat is learned from high to low element interactivity has <strong>the</strong> obviousadvantage <strong>of</strong> reducing intrinsic cognitive load. There are obvious disadvantagesto reducing intrinsic cognitive load when <strong>learning</strong> by roteinstead <strong>of</strong> <strong>learning</strong> with underst<strong>and</strong>ing. Never<strong>the</strong>less, some studentsunder some circumstances may have little choice in <strong>the</strong> matter. Theymay be unable to process <strong>the</strong> large number <strong>of</strong> interacting elements thatneed to be processed in order to learn with underst<strong>and</strong>ing. The intrinsiccognitive load imposed by <strong>learning</strong> with underst<strong>and</strong>ing may beoverwhelming.3.2. Intrinsic cognitive load effectsCognitive load <strong>the</strong>ory has been used to generate a large number <strong>of</strong>instructional procedures designed to alter cognitive load <strong>and</strong>, indeed,

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