TY - GEN
T1 - Advancing personalized engineering learning via an adaptive concept map
AU - Williams, Christopher B.
AU - Moore, Jacob Preston
AU - Johri, Aditya
AU - Pierce, Robert Scott
AU - North, Chris
PY - 2012
Y1 - 2012
N2 - Concept maps are effective interventions in providing students with a holistic understanding of a domain while also allowing understanding of relationships among parts and across the engineering curricula. Yet when the domain of application is large, concept maps become overburdened with too much information and complexity. A function of the individual learners' cognitive load abilities, this phenomenon (termed "map shock") results in student disengagement and reduction of expected learning gains. This limitation prevents the creation of concept maps that provide a unified framework for engineering knowledge across courses and curricula. To address these limitations, the authors apply theoretical research on adaptive expertise, concept maps, and information visualization to design, develop and assess a cyberlearning tool that advances personalized learning and helps students develop deep and broad conceptual knowledge. The proposed visualization tool, the "adaptive concept map," overcomes the problem of map shock by providing the user control over the quantity and level of detail of information displayed, thus providing a means for navigating content in a manner that is adaptable to their personal cognitive load needs. In this paper, the authors present the progress that has been made in this project thus far. Specifically, the development of a course-wide concept map for an entire Statics course and a description of the software development process are presented.
AB - Concept maps are effective interventions in providing students with a holistic understanding of a domain while also allowing understanding of relationships among parts and across the engineering curricula. Yet when the domain of application is large, concept maps become overburdened with too much information and complexity. A function of the individual learners' cognitive load abilities, this phenomenon (termed "map shock") results in student disengagement and reduction of expected learning gains. This limitation prevents the creation of concept maps that provide a unified framework for engineering knowledge across courses and curricula. To address these limitations, the authors apply theoretical research on adaptive expertise, concept maps, and information visualization to design, develop and assess a cyberlearning tool that advances personalized learning and helps students develop deep and broad conceptual knowledge. The proposed visualization tool, the "adaptive concept map," overcomes the problem of map shock by providing the user control over the quantity and level of detail of information displayed, thus providing a means for navigating content in a manner that is adaptable to their personal cognitive load needs. In this paper, the authors present the progress that has been made in this project thus far. Specifically, the development of a course-wide concept map for an entire Statics course and a description of the software development process are presented.
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M3 - Conference contribution
AN - SCOPUS:85029073527
SN - 9780878232413
T3 - ASEE Annual Conference and Exposition, Conference Proceedings
BT - 119th ASEE Annual Conference and Exposition
PB - American Society for Engineering Education
T2 - 119th ASEE Annual Conference and Exposition
Y2 - 10 June 2012 through 13 June 2012
ER -