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Inductive analysis of learning design patterns Presentation for Current research on IMS Learning Design, Unfold/Prolearn Workshop, 22-23 September 2005 Francis Brouns, Open Universiteit Nederland
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Why learning design patterns? Assist authors in developing effective courses. Patterns are proven solutions to recurring problems. Can we use IMS LD to express patterns? Can an inductive approach be applied to detect patterns in existing courses?
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IMS Learning Design and patterns IMS LD to express patterns How do we find them? Deductive approach versus inductive approach IMS LD provides mechanism to automate pattern detection: machine-readable code How do we apply them? Repository: descriptions, LD files, templates, instructions
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Pedagogical patterns Patterns are abstractions of proven solutions to recurrent problems. Pedagogical patterns applied to education Writer’s workshop
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Examples E-LEN Lifelong learning patternsE-LEN Lifelong learning patterns Pedagogical patterns projectPedagogical patterns project
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Deductive approach Patterns are described in certain format. Based on author experience and knowledge. Can remain abstract.
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Inductive approach Based on existing courses. Thereby (often) proven to be effective. Automated method Assumes learning designs coded in machine- interpretable way IMS LD > 34 LD coded courses
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How to detect patterns in existing courses? Automated methods Latent semantic analysis and indexing LSA/LSI similarity of concepts clustering, classification InfomapInfomap Educational Text SelectionEducational Text Selection XML techniques find change in XML tree compare XML trees transform XML tree
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Patterns in IMS LD Learning design processes laid down in method Play, act, role-part For small courses the method can be pattern. Smallest re-usable part is act.
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What is greatness? What is greatness – partial; http://hdl.handle.net/1820/313 http://hdl.handle.net/1820/313 Based on parts of the “What is greatness?” use- case created by James Dalziel of Macquarie University’s E-learning Centre of Excellence Play as pattern.
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1-* Module learning-objectives authors studyhours copyright Competence information learning-objectives selection assessment Environment course info module info communication learning objects who is who dossier Patterns in competence based modules 1-* learning-activity practice, study
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Pattern in act
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Variation on pattern learning-activity192554 support-activity181214 activity-selection21817 environment114711 conditions1028
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Steps to identify patterns Categorise units of learning on the basis of learning objectives – LSA. Find patterns in method – XML comparison. Resolve references to activities, environments, roles – XML transformation. Refine type activities, environments, roles: titles, content – LSA add conditions – XML; regular expressions
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Pattern in method
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Activity structure
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Type activity
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Type by content
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Conditions
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How to use? Create templates based on patterns, consisting of IMS LD coded learning design instruction example Add data on usage, efficiency and effectiveness
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IMS Learning Design and patterns Effective course development. Use proven solutions. Based on learning design rules. Promote uptake of IMS LD. Help authors map design to IMS LD.
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