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Artificial Intelligence (AI)-enabled remote learning and teaching using pedagogical conversational agents and learning analytics

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posted on 2024-11-26, 00:02 authored by Amara Atif, Meena JhaMeena Jha, Deborah Richards, Ayse Bilgin
Advancements in Artificial Intelligence (AI) have potentially created new ways to teach and learn, such as the use of Learning Analytics (LA) to monitor and support students using data captured in Learning Management Systems (LMS). To add human rather than data-based support, in this chapter, we present our use of AI-enabled Pedagogical Conversational Agents (CAs) over the past 12 months in multiple units/subjects across two universities. These CAs play a role similar to a teacher or peer learner by sharing the expertise they have acquired from the knowledge contained in student–teacher social interactions in LMS forums and grade book teacher feedback. Unlike teachers or peers, these CAs can be contacted anonymously at any time, they don’t mind being asked the same question repeatedly and they can empower students to explore options and outcomes. We conclude the chapter with a discussion of the potential of LA to automate CA interactions.

History

Editor

Caballé S; Demetriadis SN; Gómez-Sánchez E; Weinberger A; Papadopoulos PM

Start Page

3

End Page

29

Number of Pages

27

ISBN-13

9780128234105

Publisher

Academic Press

Place of Publication

London, UK

Open Access

  • No

Author Research Institute

  • Centre for Intelligent Systems

Era Eligible

  • Yes

Chapter Number

1

Parent Title

Intelligent systems and learning data analytics in online education