Learning Analytics

Introduction

Utilising user data stored by our learning management system Moodle, Learning Analytics offers a data-driven way to assist academic/ teaching staff in better understanding how students learn and how they make use of various course resources.

To facilitate more transparent understanding and well-informed decisions by course instructors in relation to student engagement, learning progression and pedagogical adjustments, the Centre regularly organises workshops, seminars and sharing sessions for introducing a variety of learning analytics tools for academic/ teaching staff to adopt in their courses.

More details of each workshop are as follows:

Useful learning analytics tools for teaching and pedagogical decision making:

Behaviour Analytics

BookRoll

Discussion Forum Participation

Text-Mining

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IntelliBoard

Workshops for Staff/Students

Behaviour Analytics

Behaviour Analytics can extract sequential access patterns of students from course activity logs on the online learning materials on Moodle. It can then cluster students into groups based on their activity pattern to identify common access behaviours.

BookRoll

BookRoll allows students to highlight useful phrases and add notes while they read. It also captures students’ reading activity, like reading frequency, speed and notes.

Discussion Forum Participation

Discussion Forum Participation presents the amount of activities and contribution of each student, group and the entire class in the Moodle Discussion Forum and Glossary over time.

    Text-Mining

    Text-Mining provides teachers and students hierarchical visualization of how often important keywords are used in students’ reflective writing.

    Please contact us at gchen@eduhk.hk or williamcheung@eduhk.hk to make use of the text-mining platform!

    Flip Screen

    IntelliBoard Reports

    IntelliBoard Reports provides teachers with real-time and easy-to-use reports and analytics to assist teachers make informed educational decisions.

    Workshop details

    Artificial Intelligence Concepts Behind Learning Analytics

    The current availability of big data has catalysed significant developments of artificial intelligence (AI) in many different areas including teaching and learning. Learning analytics, which uses students’ usage data on Moodle to better understand how they learn, can be a good example application area of AI. This workshop aims to introduce the fundamental concepts and applications of AI to participants without coding background. The learning analytics tool used as example in the workshop hopes to initiate further exploration of how AI can be applied to individual practices of teaching and learning.

    Schedule:

    English/Cantonese

    calendar_today To be confirmed
    schedule 45 mins
    location_on Online mode

    Visualising Students’ Activities on Moodle via Behaviour Analytics

    By representing Moodle activities and resources as dots, Behaviour Analytics allows visualisation of learners’ behaviour on Moodle in the form of a path navigating through these dots. This tool, furthermore, allows clustering of learners into different groups based on their learning patterns. By the end of this workshop you will gain some hands-on experience in using Behaviour Analytics in your Moodle courses.

    Schedule:

    English/Cantonese

    calendar_today 23 Aug 2022 (Tue)
    schedule 3:30 pm – 4:15 pm (45 mins)
    location_on Online mode

    Tracking Contribution to Discussion Forums on Moodle and Overviewing Student Moodle Activities with IntelliBoard Reports

    This workshop introduces two tools for tracking student activities on Moodle: Discussion Forum Participation provides instructors with summaries regarding contributions to Moodle discussion forums at the level of individual learners, groups and the entire course. IntelliBoard reports, on the other hand, allow instructors to have an overview of activities on Moodle and to identify inactive students.

    Schedule:

    English/Cantonese

    calendar_today 29 Aug 2022 (Mon)
    schedule 11:30 am – 12:00 pm (30 mins)
    location_on Online mode

    BookRoll: A Learning Analytics Tool Specific for Reading of Articles

    Reading is a common part of our courses, but often we have little information about how students read, e.g., how much time they spend on different pages, which parts they have more questions. BookRoll is a learning analytics tool that aims at tackling these needs: BookRoll provides an interface for students to read articles uploaded by teachers while allowing them to add notes and highlight texts of their choice. Students’ reading activities will then be summarised in a dashboard for further scrutiny by teachers. Through this workshop participants will learn how all these can be done with BookRoll through Moodle.

    Schedule:

    English/Cantonese

    calendar_today 31 Aug 2022 (Wed)
    schedule 3:30 pm – 4:00 pm (30 mins)
    location_on Online mode

    Understanding Machine Learning Through Working with a Learning Analytics Tool in Moodle

    The availability of learning data facilitates the use of machine learning to understand behavior of learners in teaching and learning. Learning analytics, which uses students’ data to better understand how they learn, can be a good example of using AI in education. Behavior analytics is a free Moodle plug-in and has been fully installed in the Moodle of EdUHK. This is a good example to learn how to use learning analytics in your courses as well as understand machine learning through your teaching. With Behavior Analytics as a main example, this workshop aims to introduce some fundamental concepts of machine learning and application of AI in education for everyone.

    Schedule:

    Cantonese

    calendar_today 16 Nov 2022 (Wed)
    schedule 11:30 am – 12:30 pm (60 mins)
    location_on Online through Zoom

    Past Events

    8 Mar 2022 Experience Sharing and Demonstration of Learning Analytics Tools: Discussion Forum Participation and IntelliBoard Reports materials      photo link to videos
    9 Mar 2022 Experience Sharing and Demonstration of Learning Analytics Tools: BookRoll materials
    photo link to videos
    10 Mar 2022 Experience Sharing and Demonstration of Learning Analytics Tools: Behaviour Analytics materials      photo link to videos
    23 Aug 2022 Visualising Students’ Activities on Moodle via Behaviour Analytics    
    29 Aug 2022 Tracking Contribution to Discussion Forums on Moodle and Overviewing Student Moodle Activities with IntelliBoard Reports    
    31 Aug 2022 BookRoll: A Learning Analytics Tool Specific for Reading of Articles    
    29 Sep 2022 Using Discussion Forum in Moodle LMS and Text-mining        
    3 Oct 2022 Experience Sharing and Demonstration of Learning Analytics Tools in Moodle: BookRoll materials photo link to videos
    5 Oct 2022 Experience Sharing and Demonstration of Learning Analytics Tools in Moodle: Behaviour Analytics materials photo link to videos