from different perspectives Moodle Learning …...Analytics features overview Available since...
Transcript of from different perspectives Moodle Learning …...Analytics features overview Available since...
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Moodle Learning Analytics from different perspectives
David Monllaó OlivéLead Data Scientist at HQ
#moothr19@DavidMonllao
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Analytics team in HQ
Chief Product Officer Lead Data ScientistMoodle Product Manager
Former Development Manager
Research Analyst
Analyst DeveloperSenior Analyst Developer
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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
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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
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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
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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
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How analytics in Moodle helps
1. Students
2. Teachers
3. All Moodle users
4. Site administrators and researchers
5. Developers
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Students
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Upcoming activities due insight
New in Moodle 3.7
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Upcoming activities due insight
A click on the notification forwards the user to the list of upcoming events in the calendar.
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Upcoming activities due insight
Full notification
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Analytics tools for teachers help
students indirectly
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Teachers
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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
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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
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Identification of students at risk
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Identification of students at risk
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All Moodle users
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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?
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Site administratorsand
researchers
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Analytics models management
Available in Moodle 3.7
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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
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Edit a model
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Add a new model
New in Moodle 3.7
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Export / import a model
New in Moodle 3.7
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Evaluate a model
Available in Moodle 3.7
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Upcoming courses with no teachers or students
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Upcoming courses with no teachers or students
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Upcoming courses with no teachers or students
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Insights effectiveness
Scheduled for Moodle 3.8
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Developers
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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/