22 CONTENT REPRESENTATION Figure 1.2 Using system dynamics simulation 2. Principle of Learner Activation: Learning is effective when existing learner knowledge is activated as a foundation for new knowledge <strong>and</strong> skills. 3. Principle of Demonstration: Learning is effective when desired knowledge applications <strong>and</strong> skills are demonstrated for learners. 4. Principle of Application: Learning is effective when learners are required to apply new knowledge <strong>and</strong> skills. 5. Principle of Integration: Learning is effective when new knowledge <strong>and</strong> skills are integrated into the learner’s world. Does MFL satisfy these principles? The MFL problem-orientation stage satisfies Merrill’s principle of problem centeredness, <strong>and</strong> the inquiry-exploration stage satisfies Merrill’s principle of application. We accept all of Merrill’s principles <strong>and</strong> believe that MFL provides an appropriate guide for application of these principles in complex domains using models <strong>and</strong> simulations. Our work suggests that the following deserve further exploration: support for representing multiple perspectives of complex, dynamic problems; <strong>technology</strong> support for <strong>learning</strong> as a shared, collaborative activity, particularly in the context of bridging multiple perspectives in distributed settings; simulation <strong>and</strong> model-centred support in terms of interactions, collaborations <strong>and</strong> reflections ‘around the simulation’ <strong>and</strong> ‘beyond the simulation’. References Alessi, S (2000) Building versus using simulations, in Integrated <strong>and</strong> Holistic Perspectives on Learning, Instruction <strong>and</strong> Technology: Underst<strong>and</strong>ing complexity, eds J M Spector <strong>and</strong> T M Anderson, pp 175–96, Kluwer, Dordrecht Christensen, D L, Spector, J M, Sioutine, A <strong>and</strong> McCormack, D (2000) Evaluating the impact of system dynamics based <strong>learning</strong> environments: preliminary study. Paper presented at the 18th International Conference of the System Dynamics Society, August, Bergen, Norway Collins, A, Brown, J S <strong>and</strong> Newman, S E (1989) Cognitive apprenticeship: <strong>teaching</strong> the crafts of reading, writing, <strong>and</strong> mathematics, in Knowing, Learning, <strong>and</strong> Instruction: Essays in honor of Robert Glaser, ed L B Resnick, pp 453–94, Lawrence Erlbaum, Hillsdale, NJ Davidsen, P I (1996) Educational features of the system dynamics approach to modelling <strong>and</strong> simulation, Journal of Structural Learning, 12 (4), pp 269–90
MODEL FACILITATED LEARNING 23 Davidsen, P I <strong>and</strong> Spector, J M (1997) Cognitive complexity in system dynamics based <strong>learning</strong> environments, in Systems Dynamics Proceedings: Systems approach to <strong>learning</strong> <strong>and</strong> education in the 21st century, eds Y Barlas, V G Diker <strong>and</strong> S Polat, Vol. 2, pp 757–60, Bogaziçi University, Istanbul Davidsen, P I, Spector, J M <strong>and</strong> Milrad, M (1999) Learning in <strong>and</strong> about simple systems, in Proceedings of the 17th International Conference of the Systems Dynamics Society <strong>and</strong> 5th Australian <strong>and</strong> New Zeal<strong>and</strong> Systems Conference, eds R Y Cavana, J A Vennix, E Rouwette, M Stevenson-Wright <strong>and</strong> J Cavendish, Webrights, Wellington, NZ Dörner, D (1996) The Logic of Failure: Why things go wrong <strong>and</strong> what we can do to make them right, trans R Kimber <strong>and</strong> R Kimber, Holt, New York Dreyfus, H L <strong>and</strong> Dreyfus, S E (1986) Mind Over Machine: The power of human intuition <strong>and</strong> expertise in the era of the computer, Macmillan, New York Feltovich, P, Spiro, R, Coulson, R <strong>and</strong> Feltovich, J (1996) Collaboration <strong>with</strong> <strong>and</strong> among minds: mastering complexity, individually <strong>and</strong> in groups, in CSCL: Theory <strong>and</strong> practice of an emerging paradigm, ed T Koschman, pp 25–44, Lawrence Erlbaum, Mahwah, NJ Ford, A (1999) Modelling the Environment: An introduction to system dynamics modelling of environmental systems,Isl<strong>and</strong> Press, Washington, DC Forrester, J (1985) The ‘model’ versus a modelling ‘process’, System Dynamics Review, 1 (1), pp 133–4 Gibbons, A S (2001) Model-centered instruction, Journal of Structural Learning, 14– 15, pp 511–40 Jackson, S, Krajcik, J <strong>and</strong> Soloway, E (2000) Model-IT: a design retrospective, in Innovations in Science <strong>and</strong> Mathematics Education: Advanced designs for technologies of <strong>learning</strong>, eds M J Jacobson <strong>and</strong> R B Kozma, pp 77–115, Lawrence Erlbaum, Mahwah, NJ Jonassen, D H, Hern<strong>and</strong>ez-Serrano, J <strong>and</strong> Choi, I (2000) Integrating constructivism <strong>and</strong> <strong>learning</strong> technologies, in Integrated <strong>and</strong> Holistic Perspectives on Learning, Instruction <strong>and</strong> Technology: Underst<strong>and</strong>ing complexity, eds J M Spector <strong>and</strong> T M Anderson, pp 103–28, Kluwer, Dordrecht Kozma, R B (2000) The use of multiple representations <strong>and</strong> the social construction of underst<strong>and</strong>ing in chemistry, in Innovations in Science <strong>and</strong> Mathematics Education: Advanced designs for technologies of <strong>learning</strong>, eds M J Jacobson <strong>and</strong> R B Kozma, pp 11–46, Lawrence Erlbaum, Mahwah, NJ Lave, J <strong>and</strong> Wenger, E (1990) Situated Learning: Legitimate peripheral participation, Cambridge University Press, Cambridge Maier, F <strong>and</strong> Größler, A (2000) What are we talking about? A taxonomy of computer simulations to support <strong>learning</strong>, System Dynamics Review, 16 (2), pp 135–48 Merrill, M D (2001) First principles of instruction, Journal of Structural Learning, 14– 15, pp 459–68 Milrad, M (2001) Supporting collaborative knowledge building through interactive modelling, design <strong>and</strong> construction. Paper presented at the 2nd Nordic Baltic Conference on Activity Theory <strong>and</strong> Sociocultural Research, September, Ronneby, Sweden Milrad, M, Spector, J M <strong>and</strong> Davidsen, P I (2000) Building <strong>and</strong> using simulation-based environments for <strong>learning</strong> about complex domains, in MSET/2000 Conference
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