Title :
Modeling higher-order cognitive skills in technology enhanced distance learning
Author :
Macarthur, Victoria ; Conlan, Owen
Author_Institution :
Sch. of Comput. Sci. & Stat., Trinity Coll., Dublin, Ireland
Abstract :
Supporting the development of higher-order cognitive skills necessary for successful life-long learning, such as metacognition and communication skills presents a significant challenge in distance education. Current approaches to supporting a learner´s cognition in distance learning tend to be developed as stand-alone systems that are often difficult to assess. This paper outlines how existing and validated psychometric tests may be used as a blueprint for structuring and organizing a cognitive user model to support the acquisition of such life-long learning skills. The aim of the approach presented is to create a general user model that can be applied to a range of psychometric tests. The paper presents how the model is structured, and a statistical analysis of the populations´ metacognitive regulation. These results may be used to prime the values of the cognitive user model. Additionally, this paper outlines a set of considerations for realizing such cognitive models.
Keywords :
distance learning; statistical analysis; communication skills; distance education; distance learning; modeling higher order cognitive skills; statistical analysis; Adaptation model; Cognition; Indexes; Monitoring; educational technology; factor analysis; higher-order cognition; psychometrics; user modeling;
Conference_Titel :
Distance Learning and Education (ICDLE), 2010 4th International Conference on
Conference_Location :
San Juan, PR
Print_ISBN :
978-1-4244-8751-6
Electronic_ISBN :
978-1-4244-8752-3
DOI :
10.1109/ICDLE.2010.5606049