A cognitive processing framework for learning analytics


Autoria(s): Gibson, Andrew; Kitto, Kirsty; Willis, Jill
Data(s)

2014

Resumo

Incorporating a learner’s level of cognitive processing into Learning Analytics presents opportunities for obtaining rich data on the learning process. We propose a framework called COPA that provides a basis for mapping levels of cognitive operation into a learning analytics system. We utilise Bloom’s taxonomy, a theoretically respected conceptualisation of cognitive processing, and apply it in a flexible structure that can be implemented incrementally and with varying degree of complexity within an educational organisation. We outline how the framework is applied, and its key benefits and limitations. Finally, we apply COPA to a University undergraduate unit, and demonstrate its utility in identifying key missing elements in the structure of the course.

Formato

application/pdf

Identificador

http://eprints.qut.edu.au/66888/

Publicador

ACM (The Association for Computing Machinery)

Relação

http://eprints.qut.edu.au/66888/1/lak14_short-gibson_kitto-140203.pdf

DOI:10.1145/2567574.2567610

Gibson, Andrew, Kitto, Kirsty, & Willis, Jill (2014) A cognitive processing framework for learning analytics. In 4th International Conference on Learning Analytics and Knowledge (LAK 14), 24-28 March 2014, Indianapolis, Indiana.

Direitos

Copyright 2014 Andrew Gibson, Kirsty Kitto, Jill Willis

Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from Permissions@acm.org. LAK '14, March 24 - 28 2014, Indianapolis, IN, USA Copyright is held by the owner/author(s). Publication rights licensed to ACM. ACM 978-1-4503-2664-3/14/03…$15.00.

Fonte

School of Cultural & Professional Learning; Faculty of Education; School of Information Systems; Science & Engineering Faculty

Palavras-Chave #080000 INFORMATION AND COMPUTING SCIENCES #130199 Education Systems not elsewhere classified #170299 Cognitive Science not elsewhere classified #HERN #Learning Analytics #Curriculum Design #Bloom's Revised Taxonomy #Cognitive Processing
Tipo

Conference Paper