SlideShare a Scribd company logo
1 of 20
Download to read offline
A Framework to Integrate Public,
Dynamic Metrics into an OER Platform
Jaclyn Zetta Cohen, Kathleen Ludewig Omollo, Dave Malicke
{jczetta, kludewig, dmalicke}@umich.edu
Open.Michigan Initiative, University of Michigan
Download slides: http://openmi.ch/ocwc-2014-metrics
OCWC Global, April 2014
All content in this presentation unless otherwise noted is © 2014 Regents of the University of Michigan and
licensed under a CC-BY license. http://creativecommons.org/licenses/by/4.0
the dynamic metrics and analytics project
...was initiated with a goal of
publicly sharing Open.Michigan usage data,
identifying interesting patterns in OER use,
updating displays of that data dynamically.
defining terms
metrics are raw data
analytics are meaningful patterns
metrics come first
a repository and referratory
we host and help publish OER
(http://open.umich.edu)
we provide links to third-party platforms
and services which host relevant OER
three guides
● goals of sharing: how can we open data easily?
● user research: what do users want?
● technical design: what can/should we do with what
we have?
interesting corollary questions
● how to share usage data? what context is
needed?
● what does “use” mean for us?
● how can we share metrics in a
sustainable and useful way?
how do we organize OER?
Hierarchical system,
Drupal-based
(https://open.umich.
edu/wiki/OERbit)
Image source: Open.Michigan Initiative, CC-BY
how do we organize OER?
A hierarchy of units, courses, resources...
Image source: Open.Michigan Initiative medical collection, open.umich.edu/education/med, CC-BY http://creativecommons.org/licenses/cc-by/4.0
cont.
Image source: Open.Michigan M2 Cardiovascular,
http://open.umich.edu/education/med/m2/cardio,
http://creativecommons.org/licenses/by-nc-sa/3.0/
how do we measure content use?
Google Analytics, third-party-platform
analytics interfaces, access to APIs...
Image source: Google Analytics, charts
together: technical architecture
… informs information architecture.
(e.g. Our hierarchical site structure
allowed us to easily answer some
individual questions with the first
phrase release of this project.)
project: first phase
Image source: Open.Michigan M2 Cardiovascular, http://open.umich.edu/education/med/m2/cardio, http://creativecommons.
org/licenses/by-nc-sa/3.0/
user research →
● changes in action/use over time
● visual clarity
● ease of access
● availability of totals (lifetime numbers)
● evidence of reach
● evidence of use
project: second phase
Currently in
development,
a dashboard
to share raw
metrics for
individual
courses. Image source: Open.Michigan dashboard, in progress.
© Regents of the University of Michigan, CC-BY 4.0.
overall
our user research suggests there is
qualitatively measurable value
in providing individual metrics
in clear ways
more conclusions
● tech architecture informs information architecture
● metrics can be used to justify costs of OER
production, and serve to strengthen relationships
● user research may lead to ‘better’ analytics
● more to come!
so not only is data exciting
...it also helps support
wider sharing of OER.
future project endeavors
● more data sharing: SlideShare, Amara.org
● continual development of visuals
● movement toward increased analytics
● increased data export options
comments? questions?
email: jczetta@umich.edu
twitter: @jczetta, @open_michigan
learn more: http://openmi.ch/dyn-metrics
read the paper: http://openpraxis.
org/index.php/OpenPraxis/article/view/118
thanks!
to all who provided assistance with and support for this
project, especially:
Kevin Coffman, Pieter Kleymeer, Susan Topol, Trisha Paul, Bob
Riddle, Stephanie Dascola, Margaret Ann Murphy, Emily Puckett
Rodgers, Pierre Clement, Michael Hess, Karen Kost;
all interviewees and Open.Michigan Initiative collaborators

More Related Content

More from Open.Michigan

GEMC- Ocular Emgercencies- Resident Training
GEMC- Ocular Emgercencies- Resident TrainingGEMC- Ocular Emgercencies- Resident Training
GEMC- Ocular Emgercencies- Resident TrainingOpen.Michigan
 
GEMC- Disorders of the Pleura, Mediastinum, and Chest Wall- Resident Training
GEMC- Disorders of the Pleura, Mediastinum, and Chest Wall- Resident TrainingGEMC- Disorders of the Pleura, Mediastinum, and Chest Wall- Resident Training
GEMC- Disorders of the Pleura, Mediastinum, and Chest Wall- Resident TrainingOpen.Michigan
 
GEMC- Dental Emergencies and Common Dental Blocks- Resident Training
GEMC- Dental Emergencies and Common Dental Blocks- Resident TrainingGEMC- Dental Emergencies and Common Dental Blocks- Resident Training
GEMC- Dental Emergencies and Common Dental Blocks- Resident TrainingOpen.Michigan
 
GEMC- EMedHome Board Review: Procedures- Resident Training
GEMC- EMedHome Board Review: Procedures- Resident TrainingGEMC- EMedHome Board Review: Procedures- Resident Training
GEMC- EMedHome Board Review: Procedures- Resident TrainingOpen.Michigan
 
GEMC- Arthritis and Arthrocentesis- Resident Training
GEMC- Arthritis and Arthrocentesis- Resident TrainingGEMC- Arthritis and Arthrocentesis- Resident Training
GEMC- Arthritis and Arthrocentesis- Resident TrainingOpen.Michigan
 
GEMC- Bursitis, Tendonitis, Fibromyalgia, and RSD- Resident Training
GEMC- Bursitis, Tendonitis, Fibromyalgia, and RSD- Resident TrainingGEMC- Bursitis, Tendonitis, Fibromyalgia, and RSD- Resident Training
GEMC- Bursitis, Tendonitis, Fibromyalgia, and RSD- Resident TrainingOpen.Michigan
 
GEMC- Right Upper Quadrant Ultrasound- Resident Training
GEMC- Right Upper Quadrant Ultrasound- Resident TrainingGEMC- Right Upper Quadrant Ultrasound- Resident Training
GEMC- Right Upper Quadrant Ultrasound- Resident TrainingOpen.Michigan
 
GEMC- Cardiovascular Board Review Session 3- Resident Training
GEMC- Cardiovascular Board Review Session 3- Resident TrainingGEMC- Cardiovascular Board Review Session 3- Resident Training
GEMC- Cardiovascular Board Review Session 3- Resident TrainingOpen.Michigan
 
GEMC- Cardiovascular Board Review Session 2- Resident Training
GEMC- Cardiovascular Board Review Session 2- Resident TrainingGEMC- Cardiovascular Board Review Session 2- Resident Training
GEMC- Cardiovascular Board Review Session 2- Resident TrainingOpen.Michigan
 
GEMC- Cardiovascular Board Review Session 1- Resident Training
GEMC- Cardiovascular Board Review Session 1- Resident TrainingGEMC- Cardiovascular Board Review Session 1- Resident Training
GEMC- Cardiovascular Board Review Session 1- Resident TrainingOpen.Michigan
 
GEMC: Nursing Process and Linkage between Theory and Practice
GEMC: Nursing Process and Linkage between Theory and PracticeGEMC: Nursing Process and Linkage between Theory and Practice
GEMC: Nursing Process and Linkage between Theory and PracticeOpen.Michigan
 
2014 gemc-nursing-lapham-general survey and patient care management
2014 gemc-nursing-lapham-general survey and patient care management2014 gemc-nursing-lapham-general survey and patient care management
2014 gemc-nursing-lapham-general survey and patient care managementOpen.Michigan
 
GEMC: When Kidneys Fail
GEMC: When Kidneys FailGEMC: When Kidneys Fail
GEMC: When Kidneys FailOpen.Michigan
 
GEMC: The Role of Radiography in the Initial Evaluation of C-Spine Trauma
GEMC: The Role of Radiography in the Initial Evaluation of C-Spine TraumaGEMC: The Role of Radiography in the Initial Evaluation of C-Spine Trauma
GEMC: The Role of Radiography in the Initial Evaluation of C-Spine TraumaOpen.Michigan
 
GEMC - Mammal and Human Bite Injuries
GEMC - Mammal and Human Bite InjuriesGEMC - Mammal and Human Bite Injuries
GEMC - Mammal and Human Bite InjuriesOpen.Michigan
 
GEMC- Sickle Cell Disease: Special Considerations in Pediatrics- Resident Tra...
GEMC- Sickle Cell Disease: Special Considerations in Pediatrics- Resident Tra...GEMC- Sickle Cell Disease: Special Considerations in Pediatrics- Resident Tra...
GEMC- Sickle Cell Disease: Special Considerations in Pediatrics- Resident Tra...Open.Michigan
 
GEMC- Ghana Grab Bag Pediatric Quiz- Resident Training
GEMC- Ghana Grab Bag Pediatric Quiz- Resident TrainingGEMC- Ghana Grab Bag Pediatric Quiz- Resident Training
GEMC- Ghana Grab Bag Pediatric Quiz- Resident TrainingOpen.Michigan
 
GEMC- Pediatric Neurologic Emergencies- Resident Training
GEMC- Pediatric Neurologic Emergencies- Resident TrainingGEMC- Pediatric Neurologic Emergencies- Resident Training
GEMC- Pediatric Neurologic Emergencies- Resident TrainingOpen.Michigan
 
GEMC- Seizures- Resident Training
GEMC- Seizures- Resident TrainingGEMC- Seizures- Resident Training
GEMC- Seizures- Resident TrainingOpen.Michigan
 
GEMC- Laceration Care- Resident Training
GEMC- Laceration Care- Resident TrainingGEMC- Laceration Care- Resident Training
GEMC- Laceration Care- Resident TrainingOpen.Michigan
 

More from Open.Michigan (20)

GEMC- Ocular Emgercencies- Resident Training
GEMC- Ocular Emgercencies- Resident TrainingGEMC- Ocular Emgercencies- Resident Training
GEMC- Ocular Emgercencies- Resident Training
 
GEMC- Disorders of the Pleura, Mediastinum, and Chest Wall- Resident Training
GEMC- Disorders of the Pleura, Mediastinum, and Chest Wall- Resident TrainingGEMC- Disorders of the Pleura, Mediastinum, and Chest Wall- Resident Training
GEMC- Disorders of the Pleura, Mediastinum, and Chest Wall- Resident Training
 
GEMC- Dental Emergencies and Common Dental Blocks- Resident Training
GEMC- Dental Emergencies and Common Dental Blocks- Resident TrainingGEMC- Dental Emergencies and Common Dental Blocks- Resident Training
GEMC- Dental Emergencies and Common Dental Blocks- Resident Training
 
GEMC- EMedHome Board Review: Procedures- Resident Training
GEMC- EMedHome Board Review: Procedures- Resident TrainingGEMC- EMedHome Board Review: Procedures- Resident Training
GEMC- EMedHome Board Review: Procedures- Resident Training
 
GEMC- Arthritis and Arthrocentesis- Resident Training
GEMC- Arthritis and Arthrocentesis- Resident TrainingGEMC- Arthritis and Arthrocentesis- Resident Training
GEMC- Arthritis and Arthrocentesis- Resident Training
 
GEMC- Bursitis, Tendonitis, Fibromyalgia, and RSD- Resident Training
GEMC- Bursitis, Tendonitis, Fibromyalgia, and RSD- Resident TrainingGEMC- Bursitis, Tendonitis, Fibromyalgia, and RSD- Resident Training
GEMC- Bursitis, Tendonitis, Fibromyalgia, and RSD- Resident Training
 
GEMC- Right Upper Quadrant Ultrasound- Resident Training
GEMC- Right Upper Quadrant Ultrasound- Resident TrainingGEMC- Right Upper Quadrant Ultrasound- Resident Training
GEMC- Right Upper Quadrant Ultrasound- Resident Training
 
GEMC- Cardiovascular Board Review Session 3- Resident Training
GEMC- Cardiovascular Board Review Session 3- Resident TrainingGEMC- Cardiovascular Board Review Session 3- Resident Training
GEMC- Cardiovascular Board Review Session 3- Resident Training
 
GEMC- Cardiovascular Board Review Session 2- Resident Training
GEMC- Cardiovascular Board Review Session 2- Resident TrainingGEMC- Cardiovascular Board Review Session 2- Resident Training
GEMC- Cardiovascular Board Review Session 2- Resident Training
 
GEMC- Cardiovascular Board Review Session 1- Resident Training
GEMC- Cardiovascular Board Review Session 1- Resident TrainingGEMC- Cardiovascular Board Review Session 1- Resident Training
GEMC- Cardiovascular Board Review Session 1- Resident Training
 
GEMC: Nursing Process and Linkage between Theory and Practice
GEMC: Nursing Process and Linkage between Theory and PracticeGEMC: Nursing Process and Linkage between Theory and Practice
GEMC: Nursing Process and Linkage between Theory and Practice
 
2014 gemc-nursing-lapham-general survey and patient care management
2014 gemc-nursing-lapham-general survey and patient care management2014 gemc-nursing-lapham-general survey and patient care management
2014 gemc-nursing-lapham-general survey and patient care management
 
GEMC: When Kidneys Fail
GEMC: When Kidneys FailGEMC: When Kidneys Fail
GEMC: When Kidneys Fail
 
GEMC: The Role of Radiography in the Initial Evaluation of C-Spine Trauma
GEMC: The Role of Radiography in the Initial Evaluation of C-Spine TraumaGEMC: The Role of Radiography in the Initial Evaluation of C-Spine Trauma
GEMC: The Role of Radiography in the Initial Evaluation of C-Spine Trauma
 
GEMC - Mammal and Human Bite Injuries
GEMC - Mammal and Human Bite InjuriesGEMC - Mammal and Human Bite Injuries
GEMC - Mammal and Human Bite Injuries
 
GEMC- Sickle Cell Disease: Special Considerations in Pediatrics- Resident Tra...
GEMC- Sickle Cell Disease: Special Considerations in Pediatrics- Resident Tra...GEMC- Sickle Cell Disease: Special Considerations in Pediatrics- Resident Tra...
GEMC- Sickle Cell Disease: Special Considerations in Pediatrics- Resident Tra...
 
GEMC- Ghana Grab Bag Pediatric Quiz- Resident Training
GEMC- Ghana Grab Bag Pediatric Quiz- Resident TrainingGEMC- Ghana Grab Bag Pediatric Quiz- Resident Training
GEMC- Ghana Grab Bag Pediatric Quiz- Resident Training
 
GEMC- Pediatric Neurologic Emergencies- Resident Training
GEMC- Pediatric Neurologic Emergencies- Resident TrainingGEMC- Pediatric Neurologic Emergencies- Resident Training
GEMC- Pediatric Neurologic Emergencies- Resident Training
 
GEMC- Seizures- Resident Training
GEMC- Seizures- Resident TrainingGEMC- Seizures- Resident Training
GEMC- Seizures- Resident Training
 
GEMC- Laceration Care- Resident Training
GEMC- Laceration Care- Resident TrainingGEMC- Laceration Care- Resident Training
GEMC- Laceration Care- Resident Training
 

Recently uploaded

How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...Amil Baba Dawood bangali
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Cantervoginip
 
Vision, Mission, Goals and Objectives ppt..pptx
Vision, Mission, Goals and Objectives ppt..pptxVision, Mission, Goals and Objectives ppt..pptx
Vision, Mission, Goals and Objectives ppt..pptxellehsormae
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.natarajan8993
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
detection and classification of knee osteoarthritis.pptx
detection and classification of knee osteoarthritis.pptxdetection and classification of knee osteoarthritis.pptx
detection and classification of knee osteoarthritis.pptxAleenaJamil4
 
Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 217djon017
 
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理e4aez8ss
 
Statistics, Data Analysis, and Decision Modeling, 5th edition by James R. Eva...
Statistics, Data Analysis, and Decision Modeling, 5th edition by James R. Eva...Statistics, Data Analysis, and Decision Modeling, 5th edition by James R. Eva...
Statistics, Data Analysis, and Decision Modeling, 5th edition by James R. Eva...ssuserf63bd7
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdfHuman37
 
Heart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectHeart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectBoston Institute of Analytics
 
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesConf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesTimothy Spann
 
Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Seán Kennedy
 
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...Boston Institute of Analytics
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfBoston Institute of Analytics
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Boston Institute of Analytics
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...Boston Institute of Analytics
 
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...GQ Research
 
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxaleedritatuxx
 

Recently uploaded (20)

How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Canter
 
Vision, Mission, Goals and Objectives ppt..pptx
Vision, Mission, Goals and Objectives ppt..pptxVision, Mission, Goals and Objectives ppt..pptx
Vision, Mission, Goals and Objectives ppt..pptx
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
detection and classification of knee osteoarthritis.pptx
detection and classification of knee osteoarthritis.pptxdetection and classification of knee osteoarthritis.pptx
detection and classification of knee osteoarthritis.pptx
 
Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2
 
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
 
Statistics, Data Analysis, and Decision Modeling, 5th edition by James R. Eva...
Statistics, Data Analysis, and Decision Modeling, 5th edition by James R. Eva...Statistics, Data Analysis, and Decision Modeling, 5th edition by James R. Eva...
Statistics, Data Analysis, and Decision Modeling, 5th edition by James R. Eva...
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf
 
Heart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectHeart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis Project
 
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesConf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
 
Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...
 
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
Data Analysis Project : Targeting the Right Customers, Presentation on Bank M...
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
 
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
Biometric Authentication: The Evolution, Applications, Benefits and Challenge...
 
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
 

OCWC Global 2014 - A Framework for Publicly Sharing Dynamic Metrics on OER Platform

  • 1. A Framework to Integrate Public, Dynamic Metrics into an OER Platform Jaclyn Zetta Cohen, Kathleen Ludewig Omollo, Dave Malicke {jczetta, kludewig, dmalicke}@umich.edu Open.Michigan Initiative, University of Michigan Download slides: http://openmi.ch/ocwc-2014-metrics OCWC Global, April 2014 All content in this presentation unless otherwise noted is © 2014 Regents of the University of Michigan and licensed under a CC-BY license. http://creativecommons.org/licenses/by/4.0
  • 2. the dynamic metrics and analytics project ...was initiated with a goal of publicly sharing Open.Michigan usage data, identifying interesting patterns in OER use, updating displays of that data dynamically.
  • 3. defining terms metrics are raw data analytics are meaningful patterns metrics come first
  • 4. a repository and referratory we host and help publish OER (http://open.umich.edu) we provide links to third-party platforms and services which host relevant OER
  • 5. three guides ● goals of sharing: how can we open data easily? ● user research: what do users want? ● technical design: what can/should we do with what we have?
  • 6. interesting corollary questions ● how to share usage data? what context is needed? ● what does “use” mean for us? ● how can we share metrics in a sustainable and useful way?
  • 7. how do we organize OER? Hierarchical system, Drupal-based (https://open.umich. edu/wiki/OERbit) Image source: Open.Michigan Initiative, CC-BY
  • 8. how do we organize OER? A hierarchy of units, courses, resources... Image source: Open.Michigan Initiative medical collection, open.umich.edu/education/med, CC-BY http://creativecommons.org/licenses/cc-by/4.0
  • 9. cont. Image source: Open.Michigan M2 Cardiovascular, http://open.umich.edu/education/med/m2/cardio, http://creativecommons.org/licenses/by-nc-sa/3.0/
  • 10. how do we measure content use? Google Analytics, third-party-platform analytics interfaces, access to APIs... Image source: Google Analytics, charts
  • 11. together: technical architecture … informs information architecture. (e.g. Our hierarchical site structure allowed us to easily answer some individual questions with the first phrase release of this project.)
  • 12. project: first phase Image source: Open.Michigan M2 Cardiovascular, http://open.umich.edu/education/med/m2/cardio, http://creativecommons. org/licenses/by-nc-sa/3.0/
  • 13. user research → ● changes in action/use over time ● visual clarity ● ease of access ● availability of totals (lifetime numbers) ● evidence of reach ● evidence of use
  • 14. project: second phase Currently in development, a dashboard to share raw metrics for individual courses. Image source: Open.Michigan dashboard, in progress. © Regents of the University of Michigan, CC-BY 4.0.
  • 15. overall our user research suggests there is qualitatively measurable value in providing individual metrics in clear ways
  • 16. more conclusions ● tech architecture informs information architecture ● metrics can be used to justify costs of OER production, and serve to strengthen relationships ● user research may lead to ‘better’ analytics ● more to come!
  • 17. so not only is data exciting ...it also helps support wider sharing of OER.
  • 18. future project endeavors ● more data sharing: SlideShare, Amara.org ● continual development of visuals ● movement toward increased analytics ● increased data export options
  • 19. comments? questions? email: jczetta@umich.edu twitter: @jczetta, @open_michigan learn more: http://openmi.ch/dyn-metrics read the paper: http://openpraxis. org/index.php/OpenPraxis/article/view/118
  • 20. thanks! to all who provided assistance with and support for this project, especially: Kevin Coffman, Pieter Kleymeer, Susan Topol, Trisha Paul, Bob Riddle, Stephanie Dascola, Margaret Ann Murphy, Emily Puckett Rodgers, Pierre Clement, Michael Hess, Karen Kost; all interviewees and Open.Michigan Initiative collaborators