Title :
Towards the alignment of computer-based assessment outcome with learning goals: The LAERS architecture
Author :
Papamitsiou, Zacharoula K. ; Economides, Anastasios A.
Author_Institution :
Inf. Syst. Dept., Univ. of Macedonia, Thessaloniki, Greece
Abstract :
Computer-based assessment (CBA) measures learner´s progress in an automated manner. A challenge is to align the CBA outcomes with predefined learning goals. In this paper we propose an architecture that feeds the machine-readable results of learning analytics processes into an educational recommender system in order to produce personalized applicable feedback to guide learner during assessment. We describe the architecture, its inner structure, its separate modules, the data-flow between them and the basic mechanisms for data preparation and processing. Our goals are threefold: a) to meaningfully interpret learner´s interaction-generated data into goal-oriented feedback, b) to implicitly link task-level cognitive feedback to learning goals and performance, and c) to automate the delivery of personalized assessment tasks to examinee. Finally, we conclude with our planning on future work.
Keywords :
computer aided instruction; data preparation; educational administrative data processing; recommender systems; CBA outcomes; LAERS architecture; computer-based assessment outcome; data preparation; data-flow; goal-oriented feedback; learners interaction-generated data interpretation; learning analytics educational recommender systems; learning analytics processes; learning goals; machine-readable results; personalized applicable feedback; personalized assessment tasks delivery automation; task-level cognitive feedback; Computer architecture; Conferences; Context; Electronic learning; Engines; Recommender systems; computer-based assessment; educational recommender system; formative feedback; learning analytics;
Conference_Titel :
e-Learning, e-Management and e-Services (IC3e), 2013 IEEE Conference on
Conference_Location :
Kucing
Print_ISBN :
978-1-4799-1573-6
DOI :
10.1109/IC3e.2013.6735958