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Moodle Learning Analytics from different perspectives
David Monllaó OlivéLead Data Scientist at HQ
#moothr19@DavidMonllao
Analytics team in HQ
Chief Product Officer Lead Data ScientistMoodle Product Manager
Former Development Manager
Research Analyst
Analyst DeveloperSenior Analyst Developer
Analytics features overview
● Right now.
○ Moodle 3.7 (released in May 2019)
● In a few months’ to one year’s time
○ Moodle 3.8 (Nov 2019) or 3.9 (May 2020)
● Long-term vision
Analytics features overview
Available since Moodle 3.4, new improvements added in Moodle 3.7.
● Predictive models
○ Students at risk
● Insights
○ Notifications for users with suggested actions
Analytics features overview
In a few months’ to one year’s time (Moodle 3.8 or 3.9).
● AI Assistant
○ Conversational bot (E.g. search, navigation, how-to…)
● Extra reporting capabilities
○ Insights effectiveness
○ Custom course reports
Analytics long-term vision
● Make moodle more proactive
○ Improve students’ success by supporting teachers
in identifying students with difficulties.
○ Improve course contents by supporting teachers in
designing their courses.
○ Improve the way users interact with Moodle
■ AI Assistant
● Position Moodle as the de-facto educational
research platform
How analytics in Moodle helps
1. Students
2. Teachers
3. All Moodle users
4. Site administrators and researchers
5. Developers
Students
Upcoming activities due insight
New in Moodle 3.7
Upcoming activities due insight
A click on the notification forwards the user to the list of upcoming events in the calendar.
Upcoming activities due insight
Full notification
Analytics tools for teachers help
students indirectly
Teachers
Identification of students at risk
Available in Moodle 3.7
● At risk of not achieving the course competencies
● At risk of not meeting the course completion
conditions
● At risk of not achieving the
minimum grade to pass
● At risk of dropping out
Identification of students at risk
Scheduled for Moodle 3.8
● Students who have not accessed the course yet
● Students who have not accessed the course recently
Identification of students at risk
Identification of students at risk
All Moodle users
AI assistant
In a few months’ to one year’s time (Moodle 3.8 or 3.9)
● Currently gathering requirements
○ Your help is important! What would you like it to do?
Site administratorsand
researchers
Analytics models management
Available in Moodle 3.7
Analytics models management
● Enable / disable
● Edit
○ Indicators
○ Analysis interval (a.k.a “time-splitting method” in 3.7)
○ Machine learning backend
● Evaluate
● Export and import
Edit a model
Add a new model
New in Moodle 3.7
Export / import a model
New in Moodle 3.7
Evaluate a model
Available in Moodle 3.7
Upcoming courses with no teachers or students
Upcoming courses with no teachers or students
Upcoming courses with no teachers or students
Insights effectiveness
Scheduled for Moodle 3.8
Developers
How analytics helps developers
● Moodle core provides a set of reusable elements
to create and extend predictive models.
● Documentation.
○ https://docs.moodle.org/dev/Analytics_API
● Analytics forums & resources.
○ https://moodle.org/analytics
https://github.com/php-ai/php-mlhttps://www.tensorflow.org/
