SlideShare ist ein Scribd-Unternehmen logo
1 von 31
Downloaden Sie, um offline zu lesen
Alfred Essa
Director, Analytics Research and Strategy
Desire2Learn Inc.
alfred.essa@desire2learn.com
http://alfredessa.com
B(ig) D(ata) in E(ducation)∳
Why? problems we expect to solve
What? approach in education
Demo student success system
Less Data, More Insights
Preliminaries∳
• Education needs an enduring
technology partner
• Supporting learners lifelong
• 24/7 service and support
• 14 available languages
• Now over 800 employees worldwide
• Global SaaS capabilities
• Over 8 Million Clients WW
Desire2Learn Inc.
Full Suite of Learning Technology
Desire2Learn	
  Learning	
  Pla.orm
Learning	
  
Environment
Lifelong
ePor.olio
Repository	
  &	
  
Discovery
Advanced	
  
Analy<cs
Binder	
  &	
  
Mobile	
  Apps
Capture	
  &	
  
Mul<media
Other	
  
Analy<cs	
  and	
  	
  
Data	
  Sources
3rd	
  Party
Applica<ons
Publisher	
  
Content
Authen<ca<on
Systems
SIS	
  and	
  HR
Systems
Desire2Learn	
  Valence	
  -­‐	
  Open	
  Web	
  Services,	
  APIs,	
  Integra<on	
  Packs	
  and	
  Standards
Why?∳
“As a disruptive innovation—an
innovation that transforms a sector from one
that was previously complicated and
expensive into one that is far simpler and
more affordable—the rise of online learning
carries with it an unprecedented opportunity
to transform the schooling system into a
student-centric one that can affordably
customize for different student needs by
allowing all students to learn at their
appropriate pace and path, thereby allowing
each student to realize her fullest potential.”
Clayton Christensen
Seth Godin
“As we get ready for the ninety-third year of
universal public education, here’s the
question every parent and taxpayer needs to
wrestle with: Are we going to applaud, push,
or even permit our schools (including most of
the private ones) to continue the safe but
ultimately doomed strategy of
churning out predictable, testable, and
mediocre factory workers?”
“The next stops, I believe, are
education, financial services, health
care, and then ultimately government—
the huge swaths of the economy that
historically have not been addressable
by technology, that haven’t been
amenable to the entrance of Silicon
Valley-style software companies. But
increasingly I think they’re going to
be.”
Marc Andreessen
Problem: Iron Triangle in Education
Quality
Cost
Access
solution: analytics at scale
problem: changing business model
volume value
solution: analytics as accountability
problem: diversity of learners
homogeneous heterogeneous
solution: analytics as personalization
problem: education sucks
solution: analytics powers
interactive, immersive learning
conclusion: analytics is focal
point of innovation in education
What?∳
Every breath you take
Every move you make
Every bond you break
Every step you take
I will be watching you
Data
Internet Philosopher Sting
informationvalue
insight
Risk
Forecasting
Predictive
Modeling
what will happen?
STAGE TWO
ReportingData Access
what happened?
what is happening?
STAGE ONE
Optimization
Strategy
what do i want to happen?
STAGE THREE
Analytics Maturity
optimization means finding the best path
among multiple options
who is under-prepared
for college?
who is under-prepared
for class?
who won’t remain
in class?
who won’t re-register?
who won’t pass
a class?
who won’t have
a high GPA?
who won’t pass
a class?
who won’t remain
in a program?
who won’t
graduate?
who won’t get
a job
who won’t get a
high-paying job?
Student Success Lifecycle
Identify the Students
Understand the Cause
Apply Intervention
Track Success
Demonstration∳
a 360-view of student
academic progress, including risk
Student Success System
interrogate the data
understand the problem
consult with others
prescribe a course of treatment
track the success
https://fusion2012demo.desire2learn.com/
Let’s Make Education Dance!
Thank You∳
http://alfredessa.com
linkedin: alfred essa
twitter: @malpaso

Weitere ähnliche Inhalte

Was ist angesagt?

Explainable AI in Industry (WWW 2020 Tutorial)
Explainable AI in Industry (WWW 2020 Tutorial)Explainable AI in Industry (WWW 2020 Tutorial)
Explainable AI in Industry (WWW 2020 Tutorial)
Krishnaram Kenthapadi
 

Was ist angesagt? (20)

large scale Machine learning
large scale Machine learninglarge scale Machine learning
large scale Machine learning
 
Explainable AI in Industry (WWW 2020 Tutorial)
Explainable AI in Industry (WWW 2020 Tutorial)Explainable AI in Industry (WWW 2020 Tutorial)
Explainable AI in Industry (WWW 2020 Tutorial)
 
McKinsey_Data_and_analytics_innovation_inCPM.pdf
McKinsey_Data_and_analytics_innovation_inCPM.pdfMcKinsey_Data_and_analytics_innovation_inCPM.pdf
McKinsey_Data_and_analytics_innovation_inCPM.pdf
 
McKinsey Global Institute Report - A labor market that works: Connecting tale...
McKinsey Global Institute Report - A labor market that works: Connecting tale...McKinsey Global Institute Report - A labor market that works: Connecting tale...
McKinsey Global Institute Report - A labor market that works: Connecting tale...
 
Salesforce Basecamp Helsinki 8.5.2018 - Boston Consulting Group
Salesforce Basecamp Helsinki 8.5.2018 - Boston Consulting GroupSalesforce Basecamp Helsinki 8.5.2018 - Boston Consulting Group
Salesforce Basecamp Helsinki 8.5.2018 - Boston Consulting Group
 
What Your Competitors Are Already Doing with Big Data
What Your Competitors Are Already Doing with Big DataWhat Your Competitors Are Already Doing with Big Data
What Your Competitors Are Already Doing with Big Data
 
Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18
 
Real World Examples Of How Artificial Intelligence Is Being Used In Education
Real World Examples Of How Artificial Intelligence Is Being Used In EducationReal World Examples Of How Artificial Intelligence Is Being Used In Education
Real World Examples Of How Artificial Intelligence Is Being Used In Education
 
Gauging Long Term Impact in the Social Sector
Gauging Long Term Impact in the Social SectorGauging Long Term Impact in the Social Sector
Gauging Long Term Impact in the Social Sector
 
10 Steps To Sustainability
10 Steps To Sustainability10 Steps To Sustainability
10 Steps To Sustainability
 
INNOVATION IN HIGHER EDUCATION
INNOVATION IN HIGHER EDUCATIONINNOVATION IN HIGHER EDUCATION
INNOVATION IN HIGHER EDUCATION
 
Responsible AI
Responsible AIResponsible AI
Responsible AI
 
Knowledge Graphs and Generative AI
Knowledge Graphs and Generative AIKnowledge Graphs and Generative AI
Knowledge Graphs and Generative AI
 
DC02. Interpretation of predictions
DC02. Interpretation of predictionsDC02. Interpretation of predictions
DC02. Interpretation of predictions
 
Build, train and deploy ML models at scale.pdf
Build, train and deploy ML models at scale.pdfBuild, train and deploy ML models at scale.pdf
Build, train and deploy ML models at scale.pdf
 
COVID-19 Auto & Mobility Consumer Insights
COVID-19 Auto & Mobility Consumer InsightsCOVID-19 Auto & Mobility Consumer Insights
COVID-19 Auto & Mobility Consumer Insights
 
Intro to Machine Learning & AI
Intro to Machine Learning & AIIntro to Machine Learning & AI
Intro to Machine Learning & AI
 
Machine learning
Machine learningMachine learning
Machine learning
 
Bias in AI-systems: A multi-step approach
Bias in AI-systems: A multi-step approachBias in AI-systems: A multi-step approach
Bias in AI-systems: A multi-step approach
 
Deep Learning for Recommender Systems
Deep Learning for Recommender SystemsDeep Learning for Recommender Systems
Deep Learning for Recommender Systems
 

Andere mochten auch

NCME Big Data in Education
NCME Big Data  in EducationNCME Big Data  in Education
NCME Big Data in Education
Philip Piety
 
What is Analytics?
What is Analytics?What is Analytics?
What is Analytics?
Alfred Essa
 
Launch presentation
Launch presentationLaunch presentation
Launch presentation
myvasolution
 

Andere mochten auch (20)

Online Educa Berlin conference: Big Data in Education - theory and practice
Online Educa Berlin conference: Big Data in Education - theory and practiceOnline Educa Berlin conference: Big Data in Education - theory and practice
Online Educa Berlin conference: Big Data in Education - theory and practice
 
Learning Analytics in Education: Using Student’s Big Data to Improve Teaching
Learning Analytics in Education:  Using Student’s Big Data to Improve TeachingLearning Analytics in Education:  Using Student’s Big Data to Improve Teaching
Learning Analytics in Education: Using Student’s Big Data to Improve Teaching
 
Hadoop in Education
Hadoop in EducationHadoop in Education
Hadoop in Education
 
Big data ppt
Big  data pptBig  data ppt
Big data ppt
 
Hadoop infrastructure for education
Hadoop infrastructure for educationHadoop infrastructure for education
Hadoop infrastructure for education
 
Learning registry Presentation 2013 04-04
Learning registry Presentation 2013 04-04Learning registry Presentation 2013 04-04
Learning registry Presentation 2013 04-04
 
NCME Big Data in Education
NCME Big Data  in EducationNCME Big Data  in Education
NCME Big Data in Education
 
Visions of the Future of Learning Analytics
Visions of the Future of Learning AnalyticsVisions of the Future of Learning Analytics
Visions of the Future of Learning Analytics
 
What is Big Data?
What is Big Data?What is Big Data?
What is Big Data?
 
What is Analytics?
What is Analytics?What is Analytics?
What is Analytics?
 
Advances in Learning Analytics and Educational Data Mining
Advances in Learning Analytics and Educational Data Mining Advances in Learning Analytics and Educational Data Mining
Advances in Learning Analytics and Educational Data Mining
 
Educational Data Mining/Learning Analytics issue brief overview
Educational Data Mining/Learning Analytics issue brief overviewEducational Data Mining/Learning Analytics issue brief overview
Educational Data Mining/Learning Analytics issue brief overview
 
Business analytics
Business analyticsBusiness analytics
Business analytics
 
Big Data - 25 Amazing Facts Everyone Should Know
Big Data - 25 Amazing Facts Everyone Should KnowBig Data - 25 Amazing Facts Everyone Should Know
Big Data - 25 Amazing Facts Everyone Should Know
 
Big data ppt
Big data pptBig data ppt
Big data ppt
 
Education Big Data
Education Big DataEducation Big Data
Education Big Data
 
Launch presentation
Launch presentationLaunch presentation
Launch presentation
 
Big Data in the Online Classroom
Big Data in the Online ClassroomBig Data in the Online Classroom
Big Data in the Online Classroom
 
Big data and education 2015 leon
Big data and education 2015   leonBig data and education 2015   leon
Big data and education 2015 leon
 
Presentation from the Release of the NMC/CoSN Horizon Report > 2016 K-12 Edit...
Presentation from the Release of the NMC/CoSN Horizon Report > 2016 K-12 Edit...Presentation from the Release of the NMC/CoSN Horizon Report > 2016 K-12 Edit...
Presentation from the Release of the NMC/CoSN Horizon Report > 2016 K-12 Edit...
 

Ähnlich wie Big Data in Education

Newcastle Intro 2015
Newcastle Intro 2015Newcastle Intro 2015
Newcastle Intro 2015
Lee Schlenker
 
Jumpstart a Lucrative Career in Data Science
Jumpstart a Lucrative Career in Data ScienceJumpstart a Lucrative Career in Data Science
Jumpstart a Lucrative Career in Data Science
Sharala Axryd
 
Formal To Trusees
Formal To TruseesFormal To Trusees
Formal To Trusees
liu_jiadong
 

Ähnlich wie Big Data in Education (20)

Big Data in Education, Desire2Learn Inc
Big Data in Education, Desire2Learn IncBig Data in Education, Desire2Learn Inc
Big Data in Education, Desire2Learn Inc
 
Digital Transformation in Higher Education - The Changing Student Relationship
Digital Transformation in Higher Education - The Changing Student RelationshipDigital Transformation in Higher Education - The Changing Student Relationship
Digital Transformation in Higher Education - The Changing Student Relationship
 
Next generation learning - social, integrated and business-focussed
Next generation learning - social, integrated and business-focussedNext generation learning - social, integrated and business-focussed
Next generation learning - social, integrated and business-focussed
 
Forces & Trends Shaping Higher Ed in 2016
Forces & Trends Shaping Higher Ed in 2016Forces & Trends Shaping Higher Ed in 2016
Forces & Trends Shaping Higher Ed in 2016
 
Impact of Artificial Intelligence/Machine Learning on Workforce Capability
Impact of Artificial Intelligence/Machine Learning on Workforce CapabilityImpact of Artificial Intelligence/Machine Learning on Workforce Capability
Impact of Artificial Intelligence/Machine Learning on Workforce Capability
 
Newcastle Intro 2015
Newcastle Intro 2015Newcastle Intro 2015
Newcastle Intro 2015
 
Classe365 slideshare
Classe365 slideshareClasse365 slideshare
Classe365 slideshare
 
The 10 leading data analytics course providers
The 10 leading data analytics course providersThe 10 leading data analytics course providers
The 10 leading data analytics course providers
 
The Disruptive Nature of Digital Learning: Ten Things We've Learned
The Disruptive Nature of Digital Learning: Ten Things We've LearnedThe Disruptive Nature of Digital Learning: Ten Things We've Learned
The Disruptive Nature of Digital Learning: Ten Things We've Learned
 
Jumpstart a Lucrative Career in Data Science
Jumpstart a Lucrative Career in Data ScienceJumpstart a Lucrative Career in Data Science
Jumpstart a Lucrative Career in Data Science
 
Digital Disruption – Opportunity and Threat for L&D. LearningCafe Online Disc...
Digital Disruption – Opportunity and Threat for L&D. LearningCafe Online Disc...Digital Disruption – Opportunity and Threat for L&D. LearningCafe Online Disc...
Digital Disruption – Opportunity and Threat for L&D. LearningCafe Online Disc...
 
The 10 best data science training institutes in india 2020
The 10 best data science training institutes in india 2020The 10 best data science training institutes in india 2020
The 10 best data science training institutes in india 2020
 
Introduction
IntroductionIntroduction
Introduction
 
Analytics in Action - Introduction
Analytics in Action - IntroductionAnalytics in Action - Introduction
Analytics in Action - Introduction
 
Adopting data-driven strategies in learning analytics
Adopting data-driven strategies in learning analyticsAdopting data-driven strategies in learning analytics
Adopting data-driven strategies in learning analytics
 
Formal To Trusees
Formal To TruseesFormal To Trusees
Formal To Trusees
 
Founding a Data Democracy: How Ivy Tech is Leading a Revolution in Higher Edu...
Founding a Data Democracy: How Ivy Tech is Leading a Revolution in Higher Edu...Founding a Data Democracy: How Ivy Tech is Leading a Revolution in Higher Edu...
Founding a Data Democracy: How Ivy Tech is Leading a Revolution in Higher Edu...
 
Analytics (as if learning mattered) - RIDE Symposium, University of London 10...
Analytics (as if learning mattered) - RIDE Symposium, University of London 10...Analytics (as if learning mattered) - RIDE Symposium, University of London 10...
Analytics (as if learning mattered) - RIDE Symposium, University of London 10...
 
In Focus presentation: Analytics: as if learning mattered
In Focus presentation: Analytics: as if learning matteredIn Focus presentation: Analytics: as if learning mattered
In Focus presentation: Analytics: as if learning mattered
 
eLearning Best Practices
eLearning Best PracticeseLearning Best Practices
eLearning Best Practices
 

Kürzlich hochgeladen

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
Earley Information Science
 

Kürzlich hochgeladen (20)

GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 

Big Data in Education

  • 1. Alfred Essa Director, Analytics Research and Strategy Desire2Learn Inc. alfred.essa@desire2learn.com http://alfredessa.com B(ig) D(ata) in E(ducation)∳
  • 2. Why? problems we expect to solve What? approach in education Demo student success system
  • 3. Less Data, More Insights
  • 5. • Education needs an enduring technology partner • Supporting learners lifelong • 24/7 service and support • 14 available languages • Now over 800 employees worldwide • Global SaaS capabilities • Over 8 Million Clients WW Desire2Learn Inc.
  • 6. Full Suite of Learning Technology Desire2Learn  Learning  Pla.orm Learning   Environment Lifelong ePor.olio Repository  &   Discovery Advanced   Analy<cs Binder  &   Mobile  Apps Capture  &   Mul<media Other   Analy<cs  and     Data  Sources 3rd  Party Applica<ons Publisher   Content Authen<ca<on Systems SIS  and  HR Systems Desire2Learn  Valence  -­‐  Open  Web  Services,  APIs,  Integra<on  Packs  and  Standards
  • 8. “As a disruptive innovation—an innovation that transforms a sector from one that was previously complicated and expensive into one that is far simpler and more affordable—the rise of online learning carries with it an unprecedented opportunity to transform the schooling system into a student-centric one that can affordably customize for different student needs by allowing all students to learn at their appropriate pace and path, thereby allowing each student to realize her fullest potential.” Clayton Christensen
  • 9. Seth Godin “As we get ready for the ninety-third year of universal public education, here’s the question every parent and taxpayer needs to wrestle with: Are we going to applaud, push, or even permit our schools (including most of the private ones) to continue the safe but ultimately doomed strategy of churning out predictable, testable, and mediocre factory workers?”
  • 10. “The next stops, I believe, are education, financial services, health care, and then ultimately government— the huge swaths of the economy that historically have not been addressable by technology, that haven’t been amenable to the entrance of Silicon Valley-style software companies. But increasingly I think they’re going to be.” Marc Andreessen
  • 11. Problem: Iron Triangle in Education
  • 16. solution: analytics as accountability
  • 19. solution: analytics as personalization
  • 22. conclusion: analytics is focal point of innovation in education
  • 24. Every breath you take Every move you make Every bond you break Every step you take I will be watching you Data Internet Philosopher Sting
  • 25. informationvalue insight Risk Forecasting Predictive Modeling what will happen? STAGE TWO ReportingData Access what happened? what is happening? STAGE ONE Optimization Strategy what do i want to happen? STAGE THREE Analytics Maturity
  • 26. optimization means finding the best path among multiple options
  • 27. who is under-prepared for college? who is under-prepared for class? who won’t remain in class? who won’t re-register? who won’t pass a class? who won’t have a high GPA? who won’t pass a class? who won’t remain in a program? who won’t graduate? who won’t get a job who won’t get a high-paying job? Student Success Lifecycle Identify the Students Understand the Cause Apply Intervention Track Success
  • 29. a 360-view of student academic progress, including risk Student Success System
  • 30. interrogate the data understand the problem consult with others prescribe a course of treatment track the success https://fusion2012demo.desire2learn.com/
  • 31. Let’s Make Education Dance! Thank You∳ http://alfredessa.com linkedin: alfred essa twitter: @malpaso