David Monllaó Olivé
Lead Data Scientist, Moodle HQ
#MLW2019
@DavidMonllao
UNESCO - Mobile Learning Week 2019
Moodle, the de facto learning platform to facilitate
research and experimentation with educational data
Moodle
“Moodle is the world’s open source learning platform.”
Our mission
“Empowering educators to improve our world.”
Our values
Education, Respect, Integrity, Innovation and
Openness.
https://moodle.com/about/
(image: https://news.un.org/en/story/2015/09/509732-un-adopts-new-global-goals-charting-sustainable-development-people-and-planet)
Slide with Moodle usage stats worldwide
147 million users.
18 million courses.
321 million forum posts.
1,442 million quiz questions.
1.5 million mobile app downloads.
https://moodle.net/stats/ (28th February 2019)
Moodle HQ
73 employees (28th February 2019).
Headquarters in Perth,
Australia.
Branch in Barcelona.
(Image: essetefano, [CC BY-SA 3.0])(Image: JJ Harrison [CC BY-SA 3.0])
What are we doing at Moodle HQ?
This competency-based curriculum was designed using
leading research on teaching and learning, digital
competency standards, and curriculum development.
Redecker, C. European Framework for the Digital
Competence of Educators: DigCompEdu. Punie
Y. (ed). European Union, 2017.
The Relational Model for Teaching and
Learning © 2017 Solange Lalonde.
All rights reserved.
Developing and Implementing Curriculum
Frameworks. UNESCO International Bureau
of Education. Switzerland, 2017.
The Moodle Educator Certification Program
Educational research
Is Moodle the de facto learning platform to facilitate
research and experimentation with educational data?
Nous ne savons pas, mais...
Research - Some curious numbers
Moodle
Noodles
Paella
(Image: Kropsoq [CC BY-SA 3.0])
(Image: Jan Harenburg [CC BY-SA 4.0])
Research - Some numbers
Research - Some numbers
Is this all?
No.
Analytics engine in Moodle core
● Predictive analytics engine for experimentation and
deployment to production. Powered by Machine Learning
algorithms.
● 100% open source and 100% extendable.
● Implements Moodle's Privacy API to meet EU’s General
Data Protection Regulation (GDPR) requirements.
(Image: https://opensource.org/)(Image: https://fontawesome.com/) (Image: https://europa.eu)
The data and the trained algorithms are
private to each Moodle site
Evaluation of predictive models
85%
accurate
(Images: https://fontawesome.com/)
Moodle
database
Machine
Learning
algorithm● Number of forum posts.
● The student completed the
previous assignments.
● Course access frequency.
● …..
No Machine Learning knowledge required.
● Students at risk of
dropping out.
Target
Indicators
Model edition
Indicators
● Based on students activity (no predictions based on
discriminatory criteria).
● Examples:
○ Number of forum posts.
○ The student completed the previous assignments.
○ Course access frequency.
● Extendable according to each institution needs:
○ Link to other data sources.
Students
Information
System
Targets
● What we want to predict.
● Examples:
○ Students at risk of dropping out of courses.
○ Students at risk of missing assignment due dates.
○ Courses at risk of not being engaging.
Teacher’s view
No automatic decision-making. Only suggested actions are provided to
educators.
Prediction details
Ongoing and upcoming improvements
● Import and export of trained models.
● More predictive models for Moodle core.
● Regression and Multi-class classification (Google
Summer of Code).
Copyright 2018 © Moodle Pty Ltd - CC BY SA - support@moodle.com
More info in
https://docs.moodle.org/en/Analytics
davidm@moodle.com
@DavidMonllao

Moodle, the de facto learning platform to facilitate research and experimentation with educational data

  • 1.
    David Monllaó Olivé LeadData Scientist, Moodle HQ #MLW2019 @DavidMonllao UNESCO - Mobile Learning Week 2019 Moodle, the de facto learning platform to facilitate research and experimentation with educational data
  • 2.
    Moodle “Moodle is theworld’s open source learning platform.” Our mission “Empowering educators to improve our world.” Our values Education, Respect, Integrity, Innovation and Openness. https://moodle.com/about/
  • 3.
  • 4.
    Slide with Moodleusage stats worldwide 147 million users. 18 million courses. 321 million forum posts. 1,442 million quiz questions. 1.5 million mobile app downloads. https://moodle.net/stats/ (28th February 2019)
  • 5.
    Moodle HQ 73 employees(28th February 2019). Headquarters in Perth, Australia. Branch in Barcelona. (Image: essetefano, [CC BY-SA 3.0])(Image: JJ Harrison [CC BY-SA 3.0])
  • 6.
    What are wedoing at Moodle HQ?
  • 7.
    This competency-based curriculumwas designed using leading research on teaching and learning, digital competency standards, and curriculum development. Redecker, C. European Framework for the Digital Competence of Educators: DigCompEdu. Punie Y. (ed). European Union, 2017. The Relational Model for Teaching and Learning © 2017 Solange Lalonde. All rights reserved. Developing and Implementing Curriculum Frameworks. UNESCO International Bureau of Education. Switzerland, 2017. The Moodle Educator Certification Program
  • 8.
    Educational research Is Moodlethe de facto learning platform to facilitate research and experimentation with educational data? Nous ne savons pas, mais...
  • 9.
    Research - Somecurious numbers Moodle Noodles Paella (Image: Kropsoq [CC BY-SA 3.0]) (Image: Jan Harenburg [CC BY-SA 4.0])
  • 10.
  • 11.
  • 12.
  • 13.
    Analytics engine inMoodle core ● Predictive analytics engine for experimentation and deployment to production. Powered by Machine Learning algorithms. ● 100% open source and 100% extendable. ● Implements Moodle's Privacy API to meet EU’s General Data Protection Regulation (GDPR) requirements. (Image: https://opensource.org/)(Image: https://fontawesome.com/) (Image: https://europa.eu)
  • 14.
    The data andthe trained algorithms are private to each Moodle site
  • 15.
    Evaluation of predictivemodels 85% accurate (Images: https://fontawesome.com/) Moodle database Machine Learning algorithm● Number of forum posts. ● The student completed the previous assignments. ● Course access frequency. ● ….. No Machine Learning knowledge required. ● Students at risk of dropping out. Target Indicators
  • 16.
  • 17.
    Indicators ● Based onstudents activity (no predictions based on discriminatory criteria). ● Examples: ○ Number of forum posts. ○ The student completed the previous assignments. ○ Course access frequency. ● Extendable according to each institution needs: ○ Link to other data sources. Students Information System
  • 18.
    Targets ● What wewant to predict. ● Examples: ○ Students at risk of dropping out of courses. ○ Students at risk of missing assignment due dates. ○ Courses at risk of not being engaging.
  • 19.
    Teacher’s view No automaticdecision-making. Only suggested actions are provided to educators.
  • 20.
  • 21.
    Ongoing and upcomingimprovements ● Import and export of trained models. ● More predictive models for Moodle core. ● Regression and Multi-class classification (Google Summer of Code).
  • 22.
    Copyright 2018 ©Moodle Pty Ltd - CC BY SA - support@moodle.com More info in https://docs.moodle.org/en/Analytics davidm@moodle.com @DavidMonllao

Editor's Notes

  • #8 The Moodle Educator Certification Program provides a core foundation of digital competency for teaching and learning using the Moodle Platform. The primary aim of the Moodle Educator Certification Program is to provide opportunities where educators: develop skills and digital competencies in their teaching and learning practice; design instructional resources and learning experiences with Moodle; build capacity to facilitate learning activities to reach learning goals; and connect and engage in collaborative learning experiences and activities that contribute to quality education. We’re pleased to announce the launch of the Moodle Educator Certification Program through Certified Moodle Partners on March 19, 2019.