NUS’s Digital Learning Journey in
Enhancing Teaching and Learning
Kan Min-Yen, Deputy Director
NUS Institute for the Application of Learning
Science and Educational Technology (ALSET)
Slides available at:
http://bit.ly/alset-dls17
NUS Institute for the Application of Learning
Science and Educational Technology (ALSET)
Slides available at:
http://bit.ly/alset-dls17
NUS Institute for the Application of Learning
Science and Educational Technology (ALSET)
Slides available at:
http://bit.ly/alset-dls17
NUS Institute for the Application of Learning
Science and Educational Technology (ALSET)
We help learners learn.
ALSET: Three Strands
We help learners learn.
28 Sep 2017 - 5th EduCon, Singapore
Research
We conduct original
research on learning
science, technology,
and pedagogy.
Innovation
We promote novel and
entrepreneurial
projects that improve
learning outcomes.
Education
We work to ensure the
latest research and
learning technologies
have broad impact.
5
The Challenge
More research needed on how learners learn
• New technologies, pedagogies, and policies are changing
how students and teachers approach education
• Most research up to now are contextualized only in the
Western world à understanding of the Asian context missing
Best practices don’t always make it to the classroom
• Proven technologies and pedagogies are often overlooked
• Students, teachers, and administrators lack data about their
effectiveness and how to improve
28 Sep 2017 - 5th EduCon, Singapore 6
ALSET – What we do
The Challenge
Outline
Research Data: The Data Lake
Research Model: Faculty Involvement
External Partnerships
28 Sep 2017 - 5th EduCon, Singapore 7
Our Approach
ALSET uses the latest advances in data and
technology to achieve impact.
28 Sep 2017 - 5th EduCon, Singapore
Data
We manage a “data
lake” for NUS that
includes data on
student behaviors,
performance, and
long-term outcomes.
Technology
Our team includes
experts in machine
learning, data
analytics, learning
science, and education
technology.
Impact
We help translate the
latest advances in
learning science and
technology into
solutions for students
and teachers.
8
Data Lake
ALSET Data Warehouse:
The Data Lake
28	Sep	2017	- 5th	EduCon,	Singapore 9
Data Lake
Registrar Data
ALSET Data Warehouse:
The Data Lake
28	Sep	2017	- 5th	EduCon,	Singapore 10
Data Lake
Registrar DataLearning Management
System Logs
28	Sep	2017	- 5th	EduCon,	Singapore 11
Data Lake
Registrar DataLearning Management
System Logs
Student Feedback
and Surveys
28	Sep	2017	- 5th	EduCon,	Singapore 12
Data Lake
Registrar Data
LMS Logs
Student Feedback
and Surveys
Mobility
Data
28	Sep	2017	- 5th	EduCon,	Singapore 13
Students
Data Lake
Registrar Data
LMS Logs
Student Feedback
and Surveys
Mobility
Data
28	Sep	2017	- 5th	EduCon,	Singapore 14
Students
Faculty
Data Lake
Registrar Data
LMS Logs
Student Feedback
and Surveys
Mobility
Data
28	Sep	2017	- 5th	EduCon,	Singapore 15
Students
FacultyPolicy
Data Lake
Registrar Data
LMS Logs
Student Feedback
and Surveys
Mobility
Data
28	Sep	2017	- 5th	EduCon,	Singapore 16
Students
FacultyPolicy
Data Lake
Registrar Data
LMS Logs
Student Feedback
and Surveys
Mobility
Data
Dashboards
28	Sep	2017	- 5th	EduCon,	Singapore 17
Students
FacultyPolicy
Data Lake
Registrar Data
LMS Logs
Student Feedback
and Surveys
Mobility
Data
Dashboards
28	Sep	2017	- 5th	EduCon,	Singapore 18
Students
FacultyPolicy
Data Lake
Registrar Data
LMS Logs
Student Feedback
and Surveys
Mobility
Data
Dashboards
28	Sep	2017	- 5th	EduCon,	Singapore 19
Students
FacultyPolicy
Data Lake
Registrar Data
LMS Logs
Student Feedback
and Surveys
Mobility Data
Dashboards
28	Sep	2017	- 5th	EduCon,	Singapore 20
ALSET Data Lake
To facilitate business intelligence and analytics and
research activities involving university data by:
Consolidating multiple datasets from multiple sources and
systems
Enabling access to raw (or near-raw) data for researchers and
analysts
Providing blanket, simplified access in coordination with the
NUS Institutional Review Board
28 Sep 2017 - 5th EduCon, Singapore 21
Envisioned Datasets
1. Registrar Data
2. LMS Transaction Logs (IVLE)
3. Graduate Employment Survey
4. Wi-Fi Access Logs
5. Email Header Metadata
6. Student Feedback
7. Job Placement and Salary data
8. Co-curricular Activities
9. Student Housing
10. Internship
11. Medical Excuse Logs
Completed
Slated, Not
yet prioritized
28 Sep 2017 - 5th EduCon, Singapore 22
ALSET – What we do
The Challenge
Research Data: The Data Lake
Outline
Research Model: Faculty Involvement
External Partnerships
28 Sep 2017 - 5th EduCon, Singapore 23
Faculty Involvement
Research Strand
Research Theme Leads
Translational Technology Lead
Core Faculty – Intervention
Research
Affiliated Faculty –
Intervention Facilitator
Allied Faculty
Innovation Strand
Learning Innovation Lab
28 Sep 2017 - 5th EduCon, Singapore 24
Archipelago: Large Class
Interaction Platform
Archipelago: Large Class
Interaction Platform
Teammates: Peer Evaluation
Coursemology: Gamified LMS
27
Archipelago: Large Class
Interaction Platform
Teammates: Peer Evaluation
Coursemology: Gamified LMS
28
WordNews: Co-opting
news for language learning
Archipelago: Large Class
Interaction Platform
Teammates: Peer Evaluation
Faculty Involvement
Research Strand
Research Theme Leads
Translational Technology Lead
Core Faculty – Intervention
Research
Affiliated Faculty –
Intervention Facilitator
Allied Faculty
Innovation Strand
Learning Innovation Lab
Education Strand
ALS 1010 Learning to Learn
ALS 1020 Learning to Choose
28 Sep 2017 - 5th EduCon, Singapore 29
Research Lead Partnership
Neuroscience
Basis
• To be confirmed
Teaching and
Learning
Excellence
• Patricia Chen
(Psychology)
Social and
Networks Analysis
• Tuan Q Phan
(Information Systems
and Analytics)
Economics
• To be confirmed
28 Sep 2017 - 5th EduCon, Singapore
Translation
Technology Lead:
Joseph Jay Williams
(Information Systems
and Analytics)
Research Theme Leads:
30
Faculty Involvement
Research Strand
Research Theme Leads
Translational Technology Lead
Core Faculty – Intervention
Research
Affiliated Faculty –
Intervention Facilitator
Allied Faculty
Innovation Strand
Learning Innovation Lab
Education Strand
ALS 1010 Learning to Learn
ALS 1020 Learning to Choose
28 Sep 2017 - 5th EduCon, Singapore 31
28 Sep 2017 - 5th EduCon, Singapore 32
Challenge Statements
What will learning look like in 5 years?
How do we begin to collect better evidence of learning taking
place?
How do we provide students with better feedback and
guidance?
What more can we do if provisioned with other “missing”
data?
28 Sep 2017 - 5th EduCon, Singapore 33
Storyboards
34
Elevator Pitches
35
36
37
Collaborative
Learning
Learning with &
from your peers
38
Many Subjects | Many Levels - All you need is a smartphone and an abundance of curiosity
39
Experiential Learning - Taking photos for tasks set by the teacher
40
Discovery Journal Hall of Fame
41
Getting Better With Each Pitch
28 Sep 2017 - 5th EduCon, Singapore 42
Faculty Involvement
Research Strand
Research Theme Leads
Translational Technology Lead
Core Faculty – Intervention
Research
Affiliated Faculty –
Intervention Facilitator
Allied Faculty
Innovation Strand
Learning Innovation Lab
Education Strand
ALS 1010 Learning to Learn
ALS 1020 Learning to Choose
28 Sep 2017 - 5th EduCon, Singapore 43
Education Strand
On completion of the module, learners
should:
• Assess their strengths and
weaknesses in their prior approach to
learning
• Identify and defend learning strategies
they use in other modules
• Create their own repertoire of self-
selected learning strategies to enhance
their learning independently
• Identify the characteristics of high
quality learning via learning science
• Develop a personal plan and a
learning philosophy, based on self-
awareness and understanding.
28 Sep 2017 - 5th EduCon, Singapore
Fun Man Fung
(Chemistry)
and others 44
ALSET – What we do
The Challenge
The Data Lake
Faculty Involvement
Outline
External Partnerships
28 Sep 2017 - 5th EduCon, Singapore 45
CDTL
Teacher
Training
ALSET
Research
on Learning
CIT
IT Support
for Teachers
28 Sep 2017 - 5th EduCon, Singapore
The Teaching and Learning
Landscape of NUS
46
Get Involved
We are interested in research and external funding and
partnerships.
Have an intervention?
➠ Work with our Affiliated faculty
Interested in having educational technology and
interventions in your classroom?
➠ Work with our Core faculty
28 Sep 2017 - 5th EduCon, Singapore 47
Get in touch with us
http://www.nus.edu.sg/alset
or better by using the following:
Email us: Get this slide deck:
Slides available at:
http://bit.ly/alset-dls17

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NUS's Digital Learning Journey in Enhancing Teaching and Learning

  • 1. NUS’s Digital Learning Journey in Enhancing Teaching and Learning Kan Min-Yen, Deputy Director NUS Institute for the Application of Learning Science and Educational Technology (ALSET) Slides available at: http://bit.ly/alset-dls17
  • 2. NUS Institute for the Application of Learning Science and Educational Technology (ALSET) Slides available at: http://bit.ly/alset-dls17
  • 3. NUS Institute for the Application of Learning Science and Educational Technology (ALSET) Slides available at: http://bit.ly/alset-dls17
  • 4. NUS Institute for the Application of Learning Science and Educational Technology (ALSET) We help learners learn.
  • 5. ALSET: Three Strands We help learners learn. 28 Sep 2017 - 5th EduCon, Singapore Research We conduct original research on learning science, technology, and pedagogy. Innovation We promote novel and entrepreneurial projects that improve learning outcomes. Education We work to ensure the latest research and learning technologies have broad impact. 5
  • 6. The Challenge More research needed on how learners learn • New technologies, pedagogies, and policies are changing how students and teachers approach education • Most research up to now are contextualized only in the Western world à understanding of the Asian context missing Best practices don’t always make it to the classroom • Proven technologies and pedagogies are often overlooked • Students, teachers, and administrators lack data about their effectiveness and how to improve 28 Sep 2017 - 5th EduCon, Singapore 6
  • 7. ALSET – What we do The Challenge Outline Research Data: The Data Lake Research Model: Faculty Involvement External Partnerships 28 Sep 2017 - 5th EduCon, Singapore 7
  • 8. Our Approach ALSET uses the latest advances in data and technology to achieve impact. 28 Sep 2017 - 5th EduCon, Singapore Data We manage a “data lake” for NUS that includes data on student behaviors, performance, and long-term outcomes. Technology Our team includes experts in machine learning, data analytics, learning science, and education technology. Impact We help translate the latest advances in learning science and technology into solutions for students and teachers. 8
  • 9. Data Lake ALSET Data Warehouse: The Data Lake 28 Sep 2017 - 5th EduCon, Singapore 9
  • 10. Data Lake Registrar Data ALSET Data Warehouse: The Data Lake 28 Sep 2017 - 5th EduCon, Singapore 10
  • 11. Data Lake Registrar DataLearning Management System Logs 28 Sep 2017 - 5th EduCon, Singapore 11
  • 12. Data Lake Registrar DataLearning Management System Logs Student Feedback and Surveys 28 Sep 2017 - 5th EduCon, Singapore 12
  • 13. Data Lake Registrar Data LMS Logs Student Feedback and Surveys Mobility Data 28 Sep 2017 - 5th EduCon, Singapore 13
  • 14. Students Data Lake Registrar Data LMS Logs Student Feedback and Surveys Mobility Data 28 Sep 2017 - 5th EduCon, Singapore 14
  • 15. Students Faculty Data Lake Registrar Data LMS Logs Student Feedback and Surveys Mobility Data 28 Sep 2017 - 5th EduCon, Singapore 15
  • 16. Students FacultyPolicy Data Lake Registrar Data LMS Logs Student Feedback and Surveys Mobility Data 28 Sep 2017 - 5th EduCon, Singapore 16
  • 17. Students FacultyPolicy Data Lake Registrar Data LMS Logs Student Feedback and Surveys Mobility Data Dashboards 28 Sep 2017 - 5th EduCon, Singapore 17
  • 18. Students FacultyPolicy Data Lake Registrar Data LMS Logs Student Feedback and Surveys Mobility Data Dashboards 28 Sep 2017 - 5th EduCon, Singapore 18
  • 19. Students FacultyPolicy Data Lake Registrar Data LMS Logs Student Feedback and Surveys Mobility Data Dashboards 28 Sep 2017 - 5th EduCon, Singapore 19
  • 20. Students FacultyPolicy Data Lake Registrar Data LMS Logs Student Feedback and Surveys Mobility Data Dashboards 28 Sep 2017 - 5th EduCon, Singapore 20
  • 21. ALSET Data Lake To facilitate business intelligence and analytics and research activities involving university data by: Consolidating multiple datasets from multiple sources and systems Enabling access to raw (or near-raw) data for researchers and analysts Providing blanket, simplified access in coordination with the NUS Institutional Review Board 28 Sep 2017 - 5th EduCon, Singapore 21
  • 22. Envisioned Datasets 1. Registrar Data 2. LMS Transaction Logs (IVLE) 3. Graduate Employment Survey 4. Wi-Fi Access Logs 5. Email Header Metadata 6. Student Feedback 7. Job Placement and Salary data 8. Co-curricular Activities 9. Student Housing 10. Internship 11. Medical Excuse Logs Completed Slated, Not yet prioritized 28 Sep 2017 - 5th EduCon, Singapore 22
  • 23. ALSET – What we do The Challenge Research Data: The Data Lake Outline Research Model: Faculty Involvement External Partnerships 28 Sep 2017 - 5th EduCon, Singapore 23
  • 24. Faculty Involvement Research Strand Research Theme Leads Translational Technology Lead Core Faculty – Intervention Research Affiliated Faculty – Intervention Facilitator Allied Faculty Innovation Strand Learning Innovation Lab 28 Sep 2017 - 5th EduCon, Singapore 24
  • 26. Archipelago: Large Class Interaction Platform Teammates: Peer Evaluation
  • 27. Coursemology: Gamified LMS 27 Archipelago: Large Class Interaction Platform Teammates: Peer Evaluation
  • 28. Coursemology: Gamified LMS 28 WordNews: Co-opting news for language learning Archipelago: Large Class Interaction Platform Teammates: Peer Evaluation
  • 29. Faculty Involvement Research Strand Research Theme Leads Translational Technology Lead Core Faculty – Intervention Research Affiliated Faculty – Intervention Facilitator Allied Faculty Innovation Strand Learning Innovation Lab Education Strand ALS 1010 Learning to Learn ALS 1020 Learning to Choose 28 Sep 2017 - 5th EduCon, Singapore 29
  • 30. Research Lead Partnership Neuroscience Basis • To be confirmed Teaching and Learning Excellence • Patricia Chen (Psychology) Social and Networks Analysis • Tuan Q Phan (Information Systems and Analytics) Economics • To be confirmed 28 Sep 2017 - 5th EduCon, Singapore Translation Technology Lead: Joseph Jay Williams (Information Systems and Analytics) Research Theme Leads: 30
  • 31. Faculty Involvement Research Strand Research Theme Leads Translational Technology Lead Core Faculty – Intervention Research Affiliated Faculty – Intervention Facilitator Allied Faculty Innovation Strand Learning Innovation Lab Education Strand ALS 1010 Learning to Learn ALS 1020 Learning to Choose 28 Sep 2017 - 5th EduCon, Singapore 31
  • 32. 28 Sep 2017 - 5th EduCon, Singapore 32
  • 33. Challenge Statements What will learning look like in 5 years? How do we begin to collect better evidence of learning taking place? How do we provide students with better feedback and guidance? What more can we do if provisioned with other “missing” data? 28 Sep 2017 - 5th EduCon, Singapore 33
  • 36. 36
  • 37. 37
  • 39. Many Subjects | Many Levels - All you need is a smartphone and an abundance of curiosity 39
  • 40. Experiential Learning - Taking photos for tasks set by the teacher 40
  • 42. Getting Better With Each Pitch 28 Sep 2017 - 5th EduCon, Singapore 42
  • 43. Faculty Involvement Research Strand Research Theme Leads Translational Technology Lead Core Faculty – Intervention Research Affiliated Faculty – Intervention Facilitator Allied Faculty Innovation Strand Learning Innovation Lab Education Strand ALS 1010 Learning to Learn ALS 1020 Learning to Choose 28 Sep 2017 - 5th EduCon, Singapore 43
  • 44. Education Strand On completion of the module, learners should: • Assess their strengths and weaknesses in their prior approach to learning • Identify and defend learning strategies they use in other modules • Create their own repertoire of self- selected learning strategies to enhance their learning independently • Identify the characteristics of high quality learning via learning science • Develop a personal plan and a learning philosophy, based on self- awareness and understanding. 28 Sep 2017 - 5th EduCon, Singapore Fun Man Fung (Chemistry) and others 44
  • 45. ALSET – What we do The Challenge The Data Lake Faculty Involvement Outline External Partnerships 28 Sep 2017 - 5th EduCon, Singapore 45
  • 46. CDTL Teacher Training ALSET Research on Learning CIT IT Support for Teachers 28 Sep 2017 - 5th EduCon, Singapore The Teaching and Learning Landscape of NUS 46
  • 47. Get Involved We are interested in research and external funding and partnerships. Have an intervention? ➠ Work with our Affiliated faculty Interested in having educational technology and interventions in your classroom? ➠ Work with our Core faculty 28 Sep 2017 - 5th EduCon, Singapore 47
  • 48. Get in touch with us http://www.nus.edu.sg/alset or better by using the following: Email us: Get this slide deck: Slides available at: http://bit.ly/alset-dls17