SlideShare a Scribd company logo
Learning Analytics & MOOCs-
Data Issues Perspective
Mohammad Khalil
Innovation Room9
09.06.2017
I am Mohammad Khalil
Hello!
@TUMohdKhalil
http://mohdkhalil.wordpress.com
The MOOCs Hype
Image from: Vlad Mihaescu
6,850MOOCs
58,000,000Online students
Data & Analytics
MOOC Data Learning Analytics
Learning Analytics Lifecycle
Khalil, M., & Ebner, M. (2016). Learning Analytics: Principles and Constraints. In Proceedings of World Conference on Educational Multimedia, Hypermedia and Telecommunications (pp. 1326-1336).
But, What if Learning Analytics goes wrong?
Mistaken Predictions!
Ethical breaches!!!
Learning Analytics
http://www.beyondblackwhite.com/wp-content/uploads/2011/09/thumbs-down.jpg
Revealing Personal Information
Morality to view students’ data
Collecting and Analyzing data
Transparency
Students’ data deletion policy
Khalil, M., & Ebner, M. (2016). Learning Analytics: Principles and Constraints. In Proceedings of World Conference on Educational Multimedia, Hypermedia and
Telecommunications (pp. 1326-1336).
Achieving Confidentiality, Integrity
and Availability
Who owns students data,
students or institutions?
Data Protection and Copyright
Laws limit the use of LA apps
Inaccurate analysis results?
Khalil, M., & Ebner, M. (2016). Learning Analytics: Principles and Constraints. In Proceedings of World Conference on Educational Multimedia, Hypermedia and
Telecommunications (pp. 1326-1336).
http://www.moneysense.ca/invest/investors-dont-have-to-wait-for-canada-to-bury-trailers
De - IDentification
• Achieve Privacy
• Research Reasons
• Available to Public
https://www.flickr.com/photos/trois-tetes/5195847/
Khalil, M., & Ebner, M. (2016). De-Identification in Learning Analytics. Journal of Learning Analytics, 3(1), pp. 129-138
De-Identification Approach
European DPD 95/46/EC
Any questions ?
Thank You!
@TUMohdKhalil
http://mohdkhalil.wordpress.com

More Related Content

What's hot

What's hot (19)

a STEM MOOC for School Children - What does Learning Analytics Tell us?
a STEM MOOC for School Children - What does Learning Analytics Tell us?a STEM MOOC for School Children - What does Learning Analytics Tell us?
a STEM MOOC for School Children - What does Learning Analytics Tell us?
 
Does Gamification in MOOC discussion forums Work?
Does Gamification in MOOC discussion forums Work?Does Gamification in MOOC discussion forums Work?
Does Gamification in MOOC discussion forums Work?
 
On Using Learning Analytics to Track the Activity of Interactive MOOC Videos
On Using Learning Analytics to Track the Activity of Interactive MOOC VideosOn Using Learning Analytics to Track the Activity of Interactive MOOC Videos
On Using Learning Analytics to Track the Activity of Interactive MOOC Videos
 
What is Learning Analytics about?
What is Learning Analytics about?What is Learning Analytics about?
What is Learning Analytics about?
 
MOOCs, Learning Analytics and OER 
- a perfect triangle for 
the future of ed...
MOOCs, Learning Analytics and OER 
- a perfect triangle for 
the future of ed...MOOCs, Learning Analytics and OER 
- a perfect triangle for 
the future of ed...
MOOCs, Learning Analytics and OER 
- a perfect triangle for 
the future of ed...
 
Emerging Technologies - from m- to seamless learning
Emerging Technologies - from m- to seamless learningEmerging Technologies - from m- to seamless learning
Emerging Technologies - from m- to seamless learning
 
Emerging Technologies - from past to future
Emerging Technologies - from past to futureEmerging Technologies - from past to future
Emerging Technologies - from past to future
 
Increasing Learners' Retention and Persistence in MOOCs: Design-Based Researc...
Increasing Learners' Retention and Persistence in MOOCs: Design-Based Researc...Increasing Learners' Retention and Persistence in MOOCs: Design-Based Researc...
Increasing Learners' Retention and Persistence in MOOCs: Design-Based Researc...
 
Alma Swan: The Open Access advantage
Alma Swan: The Open Access advantageAlma Swan: The Open Access advantage
Alma Swan: The Open Access advantage
 
Learning Analytics in Higher Education
Learning Analytics in Higher EducationLearning Analytics in Higher Education
Learning Analytics in Higher Education
 
MOOC Dropout Prediction Using Machine Learning Techniques: Review and Researc...
MOOC Dropout Prediction Using Machine Learning Techniques: Review and Researc...MOOC Dropout Prediction Using Machine Learning Techniques: Review and Researc...
MOOC Dropout Prediction Using Machine Learning Techniques: Review and Researc...
 
OMICS Publishing Group | Journal of Applied & Computational Mathematics
OMICS Publishing Group | Journal of Applied & Computational MathematicsOMICS Publishing Group | Journal of Applied & Computational Mathematics
OMICS Publishing Group | Journal of Applied & Computational Mathematics
 
EDSA curriculum and courses
EDSA curriculum and coursesEDSA curriculum and courses
EDSA curriculum and courses
 
Romanian Tutors and Students Interaction with MOOCs
Romanian Tutors and Students Interaction with MOOCsRomanian Tutors and Students Interaction with MOOCs
Romanian Tutors and Students Interaction with MOOCs
 
Learning analytics at the intersections of student trust, disclosure and benefit
Learning analytics at the intersections of student trust, disclosure and benefitLearning analytics at the intersections of student trust, disclosure and benefit
Learning analytics at the intersections of student trust, disclosure and benefit
 
Mooc
MoocMooc
Mooc
 
Linked Data for Knowledge Discovery: Introduction
Linked Data for Knowledge Discovery: IntroductionLinked Data for Knowledge Discovery: Introduction
Linked Data for Knowledge Discovery: Introduction
 
DSA 103 Object Oriented Programming :: Week 1
DSA 103 Object Oriented Programming :: Week 1DSA 103 Object Oriented Programming :: Week 1
DSA 103 Object Oriented Programming :: Week 1
 
Learning Analytics Community Exchange
Learning Analytics Community ExchangeLearning Analytics Community Exchange
Learning Analytics Community Exchange
 

Similar to Learning Analytics & MOOCs- Data Issues Perspective

Trusted Learning Analytics Research Program
Trusted Learning Analytics Research ProgramTrusted Learning Analytics Research Program
Trusted Learning Analytics Research Program
Hendrik Drachsler
 

Similar to Learning Analytics & MOOCs- Data Issues Perspective (20)

When Learning Analytics Meets MOOCs
When Learning Analytics Meets MOOCsWhen Learning Analytics Meets MOOCs
When Learning Analytics Meets MOOCs
 
Learning Analytics - UTS 2013
Learning Analytics - UTS 2013Learning Analytics - UTS 2013
Learning Analytics - UTS 2013
 
De-Identification In Learning Analytics
De-Identification In Learning AnalyticsDe-Identification In Learning Analytics
De-Identification In Learning Analytics
 
Learning Analytics - Principles & Constraints
Learning Analytics - Principles & ConstraintsLearning Analytics - Principles & Constraints
Learning Analytics - Principles & Constraints
 
Trusted Learning Analytics Research Program
Trusted Learning Analytics Research ProgramTrusted Learning Analytics Research Program
Trusted Learning Analytics Research Program
 
Technology Enhanced Learning - MOOCs and Learning Analytics
Technology Enhanced Learning - MOOCs and Learning AnalyticsTechnology Enhanced Learning - MOOCs and Learning Analytics
Technology Enhanced Learning - MOOCs and Learning Analytics
 
MOOCS and Learning Analytics
MOOCS and Learning AnalyticsMOOCS and Learning Analytics
MOOCS and Learning Analytics
 
Mo keynote v1.0
Mo keynote v1.0Mo keynote v1.0
Mo keynote v1.0
 
Learning Analytics (or: The Data Tsunami Hits Higher Education)
Learning Analytics (or: The Data Tsunami Hits Higher Education)Learning Analytics (or: The Data Tsunami Hits Higher Education)
Learning Analytics (or: The Data Tsunami Hits Higher Education)
 
Towards Tangible Trusted Learning Analytics
Towards Tangible Trusted Learning AnalyticsTowards Tangible Trusted Learning Analytics
Towards Tangible Trusted Learning Analytics
 
Was lernen wir von Learning Analytics?
Was lernen wir von Learning Analytics?Was lernen wir von Learning Analytics?
Was lernen wir von Learning Analytics?
 
Wha's a MOOC?
Wha's a MOOC? Wha's a MOOC?
Wha's a MOOC?
 
Odl res tr 061212
Odl res tr 061212Odl res tr 061212
Odl res tr 061212
 
When Learning Analytics Meets MOOCs
When Learning Analytics Meets MOOCsWhen Learning Analytics Meets MOOCs
When Learning Analytics Meets MOOCs
 
A Blind Date With (Big) Data: Student Data in (Higher) Education
A Blind Date With (Big) Data: Student Data in (Higher) EducationA Blind Date With (Big) Data: Student Data in (Higher) Education
A Blind Date With (Big) Data: Student Data in (Higher) Education
 
Ethics & Privacy for Learning Analytics
Ethics & Privacy for Learning AnalyticsEthics & Privacy for Learning Analytics
Ethics & Privacy for Learning Analytics
 
Ethics in Library Research Data Services: Conceptual Gaps & Policy Vacuums
Ethics in Library Research Data Services: Conceptual Gaps & Policy VacuumsEthics in Library Research Data Services: Conceptual Gaps & Policy Vacuums
Ethics in Library Research Data Services: Conceptual Gaps & Policy Vacuums
 
EDR 8204 Week 3 Assignment: Analyze Action Research
EDR 8204 Week 3 Assignment: Analyze Action ResearchEDR 8204 Week 3 Assignment: Analyze Action Research
EDR 8204 Week 3 Assignment: Analyze Action Research
 
MASSIVE... beacause size matters! MOOCs and Open Learning in ODL
MASSIVE... beacause size matters!  MOOCs and Open Learning in ODLMASSIVE... beacause size matters!  MOOCs and Open Learning in ODL
MASSIVE... beacause size matters! MOOCs and Open Learning in ODL
 
Ethical challenges for learning analytics
Ethical challenges for learning analyticsEthical challenges for learning analytics
Ethical challenges for learning analytics
 

More from Mohammad Khalil

Gamification in MOOCs: a Review of the State of the Art
Gamification in MOOCs: a Review of the State of the ArtGamification in MOOCs: a Review of the State of the Art
Gamification in MOOCs: a Review of the State of the Art
Mohammad Khalil
 

More from Mohammad Khalil (9)

Learning analytics in a time of pandemics
Learning analytics in a time of pandemicsLearning analytics in a time of pandemics
Learning analytics in a time of pandemics
 
Compbiomed presentation
Compbiomed presentationCompbiomed presentation
Compbiomed presentation
 
The use of Learning Analytics to explore sequences of self-regulated learning...
The use of Learning Analytics to explore sequences of self-regulated learning...The use of Learning Analytics to explore sequences of self-regulated learning...
The use of Learning Analytics to explore sequences of self-regulated learning...
 
Evaluating the Usability of a Study Support Mobile App in Higher Ed
Evaluating the Usability of a Study Support Mobile App in Higher EdEvaluating the Usability of a Study Support Mobile App in Higher Ed
Evaluating the Usability of a Study Support Mobile App in Higher Ed
 
The unbearable lightness of consent: Mapping MOOC providers’ response to consent
The unbearable lightness of consent: Mapping MOOC providers’ response to consentThe unbearable lightness of consent: Mapping MOOC providers’ response to consent
The unbearable lightness of consent: Mapping MOOC providers’ response to consent
 
Gamification in MOOCs: a Review of the State of the Art
Gamification in MOOCs: a Review of the State of the ArtGamification in MOOCs: a Review of the State of the Art
Gamification in MOOCs: a Review of the State of the Art
 
EMOOCs2018 announcement
EMOOCs2018 announcementEMOOCs2018 announcement
EMOOCs2018 announcement
 
EMOOCs2016 MOOC Conference 2016
EMOOCs2016 MOOC Conference 2016EMOOCs2016 MOOC Conference 2016
EMOOCs2016 MOOC Conference 2016
 
iOS Human Interface Guidelines (HCI)
iOS Human Interface Guidelines (HCI)iOS Human Interface Guidelines (HCI)
iOS Human Interface Guidelines (HCI)
 

Recently uploaded

Neurulation and the formation of the neural tube
Neurulation and the formation of the neural tubeNeurulation and the formation of the neural tube
Neurulation and the formation of the neural tube
SaadHumayun7
 
IATP How-to Foreign Travel May 2024.pdff
IATP How-to Foreign Travel May 2024.pdffIATP How-to Foreign Travel May 2024.pdff
IATP How-to Foreign Travel May 2024.pdff
17thcssbs2
 

Recently uploaded (20)

Basic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
Basic Civil Engg Notes_Chapter-6_Environment Pollution & EngineeringBasic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
Basic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
 
Neurulation and the formation of the neural tube
Neurulation and the formation of the neural tubeNeurulation and the formation of the neural tube
Neurulation and the formation of the neural tube
 
Dementia (Alzheimer & vasular dementia).
Dementia (Alzheimer & vasular dementia).Dementia (Alzheimer & vasular dementia).
Dementia (Alzheimer & vasular dementia).
 
Basic_QTL_Marker-assisted_Selection_Sourabh.ppt
Basic_QTL_Marker-assisted_Selection_Sourabh.pptBasic_QTL_Marker-assisted_Selection_Sourabh.ppt
Basic_QTL_Marker-assisted_Selection_Sourabh.ppt
 
Salient features of Environment protection Act 1986.pptx
Salient features of Environment protection Act 1986.pptxSalient features of Environment protection Act 1986.pptx
Salient features of Environment protection Act 1986.pptx
 
Benefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational ResourcesBenefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational Resources
 
2024_Student Session 2_ Set Plan Preparation.pptx
2024_Student Session 2_ Set Plan Preparation.pptx2024_Student Session 2_ Set Plan Preparation.pptx
2024_Student Session 2_ Set Plan Preparation.pptx
 
IATP How-to Foreign Travel May 2024.pdff
IATP How-to Foreign Travel May 2024.pdffIATP How-to Foreign Travel May 2024.pdff
IATP How-to Foreign Travel May 2024.pdff
 
How to Break the cycle of negative Thoughts
How to Break the cycle of negative ThoughtsHow to Break the cycle of negative Thoughts
How to Break the cycle of negative Thoughts
 
How to Manage Notification Preferences in the Odoo 17
How to Manage Notification Preferences in the Odoo 17How to Manage Notification Preferences in the Odoo 17
How to Manage Notification Preferences in the Odoo 17
 
Advances in production technology of Grapes.pdf
Advances in production technology of Grapes.pdfAdvances in production technology of Grapes.pdf
Advances in production technology of Grapes.pdf
 
Open Educational Resources Primer PowerPoint
Open Educational Resources Primer PowerPointOpen Educational Resources Primer PowerPoint
Open Educational Resources Primer PowerPoint
 
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 2 STEPS Using Odoo 17
 
NCERT Solutions Power Sharing Class 10 Notes pdf
NCERT Solutions Power Sharing Class 10 Notes pdfNCERT Solutions Power Sharing Class 10 Notes pdf
NCERT Solutions Power Sharing Class 10 Notes pdf
 
The impact of social media on mental health and well-being has been a topic o...
The impact of social media on mental health and well-being has been a topic o...The impact of social media on mental health and well-being has been a topic o...
The impact of social media on mental health and well-being has been a topic o...
 
Removal Strategy _ FEFO _ Working with Perishable Products in Odoo 17
Removal Strategy _ FEFO _ Working with Perishable Products in Odoo 17Removal Strategy _ FEFO _ Working with Perishable Products in Odoo 17
Removal Strategy _ FEFO _ Working with Perishable Products in Odoo 17
 
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdf
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdfTelling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdf
Telling Your Story_ Simple Steps to Build Your Nonprofit's Brand Webinar.pdf
 
Championnat de France de Tennis de table/
Championnat de France de Tennis de table/Championnat de France de Tennis de table/
Championnat de France de Tennis de table/
 
Word Stress rules esl .pptx
Word Stress rules esl               .pptxWord Stress rules esl               .pptx
Word Stress rules esl .pptx
 
Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdf
Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdfPost Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdf
Post Exam Fun(da) Intra UEM General Quiz 2024 - Prelims q&a.pdf
 

Learning Analytics & MOOCs- Data Issues Perspective