SlideShare una empresa de Scribd logo
1 de 26
Descargar para leer sin conexión
xAPI and AcrossX Solution
Classroom Aid Inc.
Data Silos
PAIN ! - Don’t get
them(schools)
started on data!
What school systems want:
● Direct access to their data from
software vendors.
● Help managing their data;
● Better data warehousing and data
mart solutions that provide
actionable, real-time data;
● Common data standards that are
shared among software vendors.
Citation: research report from EdSurge:
“School and Software, What’s Now and
What’s Next”
School systems “Frankenstein” multiple
software products ...
“Give me my $#%* data.”
“It’s our data. Why do we have to negotiate
for it?”
xAPI tracking all kinds of learning experiences
Recording Learning Events
Learning happens in interactions:
openclipart.org
Instructors, Peers, Experts….
Contents: Courses, Books,
Web pages, Games, AR ….Activities(making, exercises,
researching, online, offline ….)
Learner
Course Webpage Game Simulator
Coaching
Social
Learning
Project
Mobile
Apps
LRS Learning data
is sent to LRS
Other
activities
LMS LRS
LRS
Reporting
Tool
Learning records
can be delivered
to LMSs,LRSs
or Reporting
Tools.
:
H
G
:
:
:
:
A Whole Picture
Goal: Data Loops AND Action Loops
LRS +
Analytics
Learning
Planning
LRS
Activity/Agent Profile API
IRS, Quiz service
Reporting
Gamification
Dashboard
Analysis tool
Mobile Learning
Micro Learning
xAPI data
AcrossX Solution: Integration of Workflow and Data flow
*Adaptive design
*Branches for
Learner preferences
Videos or MOOC platform
Before Class In Class After Class
Social layer Gamification layer
across systems
Self-paced learning
and practicing
Integrated data &
experiences
PowerA level
Good job!
XP
Learning Power
Item level:
MCQs
Prompts
Quests
….
Test level:
Summative assess.
Formative assess.
Group polling
….
Raw level:
Videos
Texts
….
LO/Activity
UDL options
Competency
aligned
Authoring Tools
Learning Design Tools
Learning Patterns / Pedagogies / Gamification
Metrics:
Duration / Time Stamp
Response
Completion / Attempts / Usages(e.g. skip)
Metrics:
Duration / Time Stamp / Attempts
Score / Success / Rating
Affective states / Communicate, Collaborate
Metrics:
Patterns vs. Performance
Questions to be answered
Visualization
Communication
Action(able)
Iteration
+
Customized
Interaction design => Data can be drilled down
activities included in
the lesson plan
Image credit: LACEproject
● Help evaluate learners
● Help develop modeling
Thank you!

Más contenido relacionado

La actualidad más candente

NCME Big Data in Education
NCME Big Data  in EducationNCME Big Data  in Education
NCME Big Data in Education
Philip Piety
 
Xiao Hu "Overview of the Space of Learning Analytics and Educational Data Min...
Xiao Hu "Overview of the Space of Learning Analytics and Educational Data Min...Xiao Hu "Overview of the Space of Learning Analytics and Educational Data Min...
Xiao Hu "Overview of the Space of Learning Analytics and Educational Data Min...
CITE
 
Semantic Analysis for Curricular Mapping, Gap Analysis and Remediation
Semantic Analysis for Curricular Mapping, Gap Analysis and RemediationSemantic Analysis for Curricular Mapping, Gap Analysis and Remediation
Semantic Analysis for Curricular Mapping, Gap Analysis and Remediation
Jennifer Staley, M.Ed., CPLP
 
Izobrazevanje za data-mining
Izobrazevanje za data-miningIzobrazevanje za data-mining
Izobrazevanje za data-mining
butest
 
An insight into Educational Data Mining at Muğla Sıtkı Koçman University, Turkey
An insight into Educational Data Mining at Muğla Sıtkı Koçman University, TurkeyAn insight into Educational Data Mining at Muğla Sıtkı Koçman University, Turkey
An insight into Educational Data Mining at Muğla Sıtkı Koçman University, Turkey
strehlst
 

La actualidad más candente (20)

Big data in education
Big data in educationBig data in education
Big data in education
 
Xapi enabled mobile health system with context-awareness & recommendation eng...
Xapi enabled mobile health system with context-awareness & recommendation eng...Xapi enabled mobile health system with context-awareness & recommendation eng...
Xapi enabled mobile health system with context-awareness & recommendation eng...
 
Combining content analytics and activity tracking to mine user interests and ...
Combining content analytics and activity tracking to mine user interests and ...Combining content analytics and activity tracking to mine user interests and ...
Combining content analytics and activity tracking to mine user interests and ...
 
Deploying Open Learning Analytics at a National Scale
Deploying Open Learning Analytics at a National ScaleDeploying Open Learning Analytics at a National Scale
Deploying Open Learning Analytics at a National Scale
 
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
 
Open Learning Analytics panel presentation - LAK 15
Open Learning Analytics panel presentation - LAK 15 Open Learning Analytics panel presentation - LAK 15
Open Learning Analytics panel presentation - LAK 15
 
NCME Big Data in Education
NCME Big Data  in EducationNCME Big Data  in Education
NCME Big Data in Education
 
Big Data in Education
Big Data in EducationBig Data in Education
Big Data in Education
 
Learning Analytics for Adaptive Learning And Standardization
Learning Analytics for Adaptive Learning And StandardizationLearning Analytics for Adaptive Learning And Standardization
Learning Analytics for Adaptive Learning And Standardization
 
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
 
Using Semantic Analysis for Curricular Alignment (Sloan-C Presentation)
Using Semantic Analysis for Curricular Alignment (Sloan-C Presentation)Using Semantic Analysis for Curricular Alignment (Sloan-C Presentation)
Using Semantic Analysis for Curricular Alignment (Sloan-C Presentation)
 
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
 
Big data and education 2015 leon
Big data and education 2015   leonBig data and education 2015   leon
Big data and education 2015 leon
 
Learning analytics dashboards
Learning analytics dashboardsLearning analytics dashboards
Learning analytics dashboards
 
Prospect for learning analytics to achieve adaptive learning model
Prospect for learning analytics to achieve adaptive learning modelProspect for learning analytics to achieve adaptive learning model
Prospect for learning analytics to achieve adaptive learning model
 
Xiao Hu "Overview of the Space of Learning Analytics and Educational Data Min...
Xiao Hu "Overview of the Space of Learning Analytics and Educational Data Min...Xiao Hu "Overview of the Space of Learning Analytics and Educational Data Min...
Xiao Hu "Overview of the Space of Learning Analytics and Educational Data Min...
 
Learning Analytics for MOOCs: EMMA case
Learning Analytics for MOOCs: EMMA caseLearning Analytics for MOOCs: EMMA case
Learning Analytics for MOOCs: EMMA case
 
Semantic Analysis for Curricular Mapping, Gap Analysis and Remediation
Semantic Analysis for Curricular Mapping, Gap Analysis and RemediationSemantic Analysis for Curricular Mapping, Gap Analysis and Remediation
Semantic Analysis for Curricular Mapping, Gap Analysis and Remediation
 
Izobrazevanje za data-mining
Izobrazevanje za data-miningIzobrazevanje za data-mining
Izobrazevanje za data-mining
 
An insight into Educational Data Mining at Muğla Sıtkı Koçman University, Turkey
An insight into Educational Data Mining at Muğla Sıtkı Koçman University, TurkeyAn insight into Educational Data Mining at Muğla Sıtkı Koçman University, Turkey
An insight into Educational Data Mining at Muğla Sıtkı Koçman University, Turkey
 

Destacado

E learning fundanemtals and standards
E learning fundanemtals and standardsE learning fundanemtals and standards
E learning fundanemtals and standards
Nelly Kamel
 
Aligning Instructional Design and Technical Standards
Aligning Instructional Design and Technical StandardsAligning Instructional Design and Technical Standards
Aligning Instructional Design and Technical Standards
damonregan
 

Destacado (20)

Cetis Conference 2014 plenary
Cetis Conference 2014 plenaryCetis Conference 2014 plenary
Cetis Conference 2014 plenary
 
E learning fundanemtals and standards
E learning fundanemtals and standardsE learning fundanemtals and standards
E learning fundanemtals and standards
 
enquiryblogger-analytics-calrg2012
enquiryblogger-analytics-calrg2012enquiryblogger-analytics-calrg2012
enquiryblogger-analytics-calrg2012
 
Lasi 21 century skills panel
Lasi 21 century skills panelLasi 21 century skills panel
Lasi 21 century skills panel
 
X api chinese cop monthly meeting april 2016
X api chinese cop monthly meeting   april 2016X api chinese cop monthly meeting   april 2016
X api chinese cop monthly meeting april 2016
 
Trade agreements and data flows
Trade agreements and data flowsTrade agreements and data flows
Trade agreements and data flows
 
An Introduction to the IMS Learning Object Discovery and Exchange (LODE) Spec...
An Introduction to the IMS Learning Object Discovery and Exchange (LODE) Spec...An Introduction to the IMS Learning Object Discovery and Exchange (LODE) Spec...
An Introduction to the IMS Learning Object Discovery and Exchange (LODE) Spec...
 
Layers loops and processes: learning analytics for complex learning systems
Layers loops and processes: learning analytics for complex learning systemsLayers loops and processes: learning analytics for complex learning systems
Layers loops and processes: learning analytics for complex learning systems
 
Dispositional Learning Analytics: Learning Power in Complex Systems
Dispositional Learning Analytics: Learning Power in Complex SystemsDispositional Learning Analytics: Learning Power in Complex Systems
Dispositional Learning Analytics: Learning Power in Complex Systems
 
Developing independence in pre-transition students through hybrid learning e...
Developing independence in pre-transition students through hybrid learning e...Developing independence in pre-transition students through hybrid learning e...
Developing independence in pre-transition students through hybrid learning e...
 
Aligning Instructional Design and Technical Standards
Aligning Instructional Design and Technical StandardsAligning Instructional Design and Technical Standards
Aligning Instructional Design and Technical Standards
 
The Future of Learning and Learning for the Future
The Future of Learning and Learning for the FutureThe Future of Learning and Learning for the Future
The Future of Learning and Learning for the Future
 
Towards Open Architectures and Interoperability for Learning Analytics
Towards Open Architectures and Interoperability for Learning Analytics Towards Open Architectures and Interoperability for Learning Analytics
Towards Open Architectures and Interoperability for Learning Analytics
 
Learning Analytics: From Theory to Practice – Data Support for Learning and T...
Learning Analytics: From Theory to Practice – Data Support for Learning and T...Learning Analytics: From Theory to Practice – Data Support for Learning and T...
Learning Analytics: From Theory to Practice – Data Support for Learning and T...
 
A tale of two universities - organic growth of learning analytics through bes...
A tale of two universities - organic growth of learning analytics through bes...A tale of two universities - organic growth of learning analytics through bes...
A tale of two universities - organic growth of learning analytics through bes...
 
Predicting performance of classification algorithms
Predicting performance of classification algorithmsPredicting performance of classification algorithms
Predicting performance of classification algorithms
 
Ethics & Privacy for Learning Analytics
Ethics & Privacy for Learning AnalyticsEthics & Privacy for Learning Analytics
Ethics & Privacy for Learning Analytics
 
Agenda #LALD workshop at LAK12
Agenda #LALD workshop at LAK12 Agenda #LALD workshop at LAK12
Agenda #LALD workshop at LAK12
 
The Impact of Learning Analytics on the Dutch Education System
The Impact of Learning Analytics on the Dutch Education SystemThe Impact of Learning Analytics on the Dutch Education System
The Impact of Learning Analytics on the Dutch Education System
 
Towards a Semantic Infrastructure for Learning, Education and Training?
Towards a Semantic Infrastructure for Learning, Education and Training?Towards a Semantic Infrastructure for Learning, Education and Training?
Towards a Semantic Infrastructure for Learning, Education and Training?
 

Similar a X api introduction and acrossx solution (1)

Black Box Learning Analytics? Beyond Algorithmic Transparency
Black Box Learning Analytics? Beyond Algorithmic TransparencyBlack Box Learning Analytics? Beyond Algorithmic Transparency
Black Box Learning Analytics? Beyond Algorithmic Transparency
Simon Buckingham Shum
 

Similar a X api introduction and acrossx solution (1) (20)

xAPI: The Landscape
xAPI: The LandscapexAPI: The Landscape
xAPI: The Landscape
 
xAPI Camp - Learning Solutions
xAPI Camp - Learning SolutionsxAPI Camp - Learning Solutions
xAPI Camp - Learning Solutions
 
Modern Learning Ecosystem Design with xAPI
Modern Learning Ecosystem Design with xAPIModern Learning Ecosystem Design with xAPI
Modern Learning Ecosystem Design with xAPI
 
U ottawa jan.2013
U ottawa jan.2013U ottawa jan.2013
U ottawa jan.2013
 
Ai in Higher Education
Ai in Higher EducationAi in Higher Education
Ai in Higher Education
 
The Vocabulary of xAPI
The Vocabulary of xAPIThe Vocabulary of xAPI
The Vocabulary of xAPI
 
Maine directors
Maine directorsMaine directors
Maine directors
 
Session 01 designing and scoping a data science project
Session 01 designing and scoping a data science projectSession 01 designing and scoping a data science project
Session 01 designing and scoping a data science project
 
Session 01 designing and scoping a data science project
Session 01 designing and scoping a data science projectSession 01 designing and scoping a data science project
Session 01 designing and scoping a data science project
 
DataMind Pitch August 2013
DataMind Pitch August 2013DataMind Pitch August 2013
DataMind Pitch August 2013
 
How xAPI can boost elearning outcomes
How xAPI can boost elearning outcomesHow xAPI can boost elearning outcomes
How xAPI can boost elearning outcomes
 
Black Box Learning Analytics? Beyond Algorithmic Transparency
Black Box Learning Analytics? Beyond Algorithmic TransparencyBlack Box Learning Analytics? Beyond Algorithmic Transparency
Black Box Learning Analytics? Beyond Algorithmic Transparency
 
xAPI Webinar July 23rd - Rob Faulkner
xAPI Webinar July 23rd - Rob FaulknerxAPI Webinar July 23rd - Rob Faulkner
xAPI Webinar July 23rd - Rob Faulkner
 
Learning Analytics: Today, Tomorrow, and When We Get Flying Cars #psuweb Conf...
Learning Analytics: Today, Tomorrow, and When We Get Flying Cars #psuweb Conf...Learning Analytics: Today, Tomorrow, and When We Get Flying Cars #psuweb Conf...
Learning Analytics: Today, Tomorrow, and When We Get Flying Cars #psuweb Conf...
 
TechLearn2019 xAPI Intro Torrance
TechLearn2019 xAPI Intro TorranceTechLearn2019 xAPI Intro Torrance
TechLearn2019 xAPI Intro Torrance
 
Academic Innovation Data Showcase 2-14-19
Academic Innovation Data Showcase 2-14-19Academic Innovation Data Showcase 2-14-19
Academic Innovation Data Showcase 2-14-19
 
POWRR Tools: Lessons learned from an IMLS National Leadership Grant
POWRR Tools: Lessons learned from an IMLS National Leadership GrantPOWRR Tools: Lessons learned from an IMLS National Leadership Grant
POWRR Tools: Lessons learned from an IMLS National Leadership Grant
 
Qs1 group a
Qs1 group a Qs1 group a
Qs1 group a
 
Moving and receiving xAPI data in an LRS rich environment
Moving and receiving xAPI data in an LRS rich environment Moving and receiving xAPI data in an LRS rich environment
Moving and receiving xAPI data in an LRS rich environment
 
LinuxCon 2010 Education Mini-Summit: The State of Open Data in Education
LinuxCon 2010 Education Mini-Summit: The State of Open Data in EducationLinuxCon 2010 Education Mini-Summit: The State of Open Data in Education
LinuxCon 2010 Education Mini-Summit: The State of Open Data in Education
 

Más de Jessie Chuang

Más de Jessie Chuang (10)

Classroom Aid snapshot
Classroom Aid snapshotClassroom Aid snapshot
Classroom Aid snapshot
 
Classroom Aid Inc Introduction
Classroom Aid Inc IntroductionClassroom Aid Inc Introduction
Classroom Aid Inc Introduction
 
X talks (前沿对话)
X talks (前沿对话)X talks (前沿对话)
X talks (前沿对话)
 
xAPI design cohort - Team xAPI profilers project briefing and future plan
xAPI design cohort - Team xAPI profilers project briefing and future planxAPI design cohort - Team xAPI profilers project briefing and future plan
xAPI design cohort - Team xAPI profilers project briefing and future plan
 
Publishing OER
Publishing OERPublishing OER
Publishing OER
 
Creating OER
Creating OERCreating OER
Creating OER
 
Locating OERs
Locating OERsLocating OERs
Locating OERs
 
About Open Licenses
About Open LicensesAbout Open Licenses
About Open Licenses
 
The Story of OER
The Story of OERThe Story of OER
The Story of OER
 
Why OERs?
Why OERs?Why OERs?
Why OERs?
 

Último

Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
KarakKing
 

Último (20)

Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
How to Add New Custom Addons Path in Odoo 17
How to Add New Custom Addons Path in Odoo 17How to Add New Custom Addons Path in Odoo 17
How to Add New Custom Addons Path in Odoo 17
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptx
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 
FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024
 
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
 
Fostering Friendships - Enhancing Social Bonds in the Classroom
Fostering Friendships - Enhancing Social Bonds  in the ClassroomFostering Friendships - Enhancing Social Bonds  in the Classroom
Fostering Friendships - Enhancing Social Bonds in the Classroom
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
Plant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptxPlant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptx
 

X api introduction and acrossx solution (1)

  • 1. xAPI and AcrossX Solution Classroom Aid Inc.
  • 3. PAIN ! - Don’t get them(schools) started on data! What school systems want: ● Direct access to their data from software vendors. ● Help managing their data; ● Better data warehousing and data mart solutions that provide actionable, real-time data; ● Common data standards that are shared among software vendors. Citation: research report from EdSurge: “School and Software, What’s Now and What’s Next” School systems “Frankenstein” multiple software products ... “Give me my $#%* data.” “It’s our data. Why do we have to negotiate for it?”
  • 4. xAPI tracking all kinds of learning experiences
  • 5. Recording Learning Events Learning happens in interactions: openclipart.org Instructors, Peers, Experts…. Contents: Courses, Books, Web pages, Games, AR ….Activities(making, exercises, researching, online, offline ….) Learner
  • 6. Course Webpage Game Simulator Coaching Social Learning Project Mobile Apps LRS Learning data is sent to LRS Other activities
  • 7. LMS LRS LRS Reporting Tool Learning records can be delivered to LMSs,LRSs or Reporting Tools.
  • 8.
  • 10.
  • 11.
  • 13. Goal: Data Loops AND Action Loops LRS + Analytics
  • 14. Learning Planning LRS Activity/Agent Profile API IRS, Quiz service Reporting Gamification Dashboard Analysis tool Mobile Learning Micro Learning xAPI data AcrossX Solution: Integration of Workflow and Data flow *Adaptive design *Branches for Learner preferences Videos or MOOC platform
  • 15. Before Class In Class After Class
  • 16. Social layer Gamification layer across systems Self-paced learning and practicing Integrated data & experiences
  • 18. Item level: MCQs Prompts Quests …. Test level: Summative assess. Formative assess. Group polling …. Raw level: Videos Texts …. LO/Activity UDL options Competency aligned Authoring Tools Learning Design Tools Learning Patterns / Pedagogies / Gamification Metrics: Duration / Time Stamp Response Completion / Attempts / Usages(e.g. skip) Metrics: Duration / Time Stamp / Attempts Score / Success / Rating Affective states / Communicate, Collaborate Metrics: Patterns vs. Performance Questions to be answered Visualization Communication Action(able) Iteration
  • 19. + Customized Interaction design => Data can be drilled down activities included in the lesson plan
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25. Image credit: LACEproject ● Help evaluate learners ● Help develop modeling