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Laura Gogia 
December 2014
Period in human 
history in which 
traditional industry 
of the industrial 
revolution has been 
replaced by an 
economy based on 
digital information 
and processes. 
Photo: “Where is the Internet?” Flickr user Lea, 
https://www.flickr.com/photos/violinha/
People and 
information 
sources are linked 
together in a 
global network, 
allowing for 
unprecedented 
and disruptive 
forms of 
communication. Photo: “Virtual Marketing, Shirley Chan http://09820006s.blogspot.com/
 Consume but also 
actively contribute. 
 Affiliation Formation 
 Creative Expression 
 Collaborative 
Problem Solving 
 Contributing to 
Information 
Circulation 
Photo: “Michael Wesch Keynote” by Flickr user Guilia Forsythe 
https://www.flickr.com/photos/gforsythe/
The new economy and culture have sparked calls for 
educational reform among a variety of stakeholders. 
 21st Century skills 
 New Media skills 
 Digital skills 
Photo: “What’s in my bag?” by Flickr user Brandy Shaul, https://www.flickr.com/photos/zoologist/
Takes advantage of: 
 The open, distributed 
spaces of the web 
 The participatory, creative 
nature of digital tools 
 The power (reach) of 
networked 
communication 
 The power (potency, 
innovation) of networked 
thinking 
Photo: “Network” by Simon Cockell 
https://www.flickr.com/photos/sjcockell/
Networked Learning emerged from informal 
learning environments, where formal assessments of 
student learning are not common and not 
necessarily valued.
Traditional formalized learning assessments are not 
consistent with networked learning pedagogies. 
Networked Learning Traditional Assessments 
Values learning as a process Values knowledge as acquired 
object 
Values collaborative work Value individual work 
Values remixing, synthesis Values “original” work
To create and 
validate an 
assessment toolkit 
for grading student 
performance in 
networked learning 
courses in higher 
education 
environments. 
Aligned 
Agile 
Valid 
Digital
Networked 
Learning Is 
Becoming 
More 
Popular In 
Higher 
Education. 
Higher 
Education 
Requires 
Formalized 
Student 
Assessments. 
Techniques Or 
Protocols Must 
Be Developed 
That Provide 
Formalized 
Assessment 
Without 
Compromising 
Pedagogical 
Alignment.
Networked Learning (noun): 
Connectivist-based learning 
that takes place on 
distributed, 
openly networked, & 
digital platforms
Connectivist-based 
learning 
that takes 
place on 
distributed, 
openly 
networked, & 
digital 
platforms 
Distributed: Consists of more than one 
platform, supporting different types of 
activities. 
Openly networked: Occurs on the 
open web, which allows students to 
interact with a larger community & 
provides more opportunities for 
students to make connections between 
the “spheres of learning.” 
Digital: Internet-based
Knowledge: a set of connections formed by 
actions and experience distributed across 
networks of human and non-human nodes. It is 
dynamic, changing quickly based on context. It is 
interpreted by the individuals who are making the 
connections. It rests in the diversity of opinions. 
Learning: the process of making decisions 
through the connection of information sources. 
(Downes, 2006)
Core skills include the ability to: 
▪ Choose what to learn & interpret it based on a 
lens of shifting reality 
▪ Nurture & maintain personal connections for 
continuous learning. 
▪ See connections across fields, ideas, and 
concepts. 
Ability to learn through this process is more 
critical than current knowledge base. 
(Siemens, 2004)
Developing & 
Maintaining 
Personal Learning 
Networks 
Curating, 
Critiquing, & 
Organizing Data 
and Data Sources 
Connecting 
Concepts & People 
Across Spheres of 
Learning 
Sharing with 
Personal Learning 
Network 
Transforming 
Concepts into a 
New Product
Computer- 
Supported 
Collaborative 
Learning 
Literature 
(Strijbos, 2011) 
Participation 
Social 
Content 
Acquisition 
Individual
Participation 
Individual Extent to which students contribute to 
the social stream 
Transactivity Extent to which students refer to and 
build on each other’s contributions 
Transliteracy Extent to which students move across 
types of digital media 
Content 
Engagement 
Sharing Extent to which students share 
resources or information 
Construction Extent to which students use 
information to solve problems within 
the same situation in which the 
information was presented 
Transformation Extent to which students 
collaboratively remix or repurpose 
information to create new knowledge
(Fact: Digital platforms record the actions of its 
users and store them in ways amenable to analysis 
and visualization) 
**Preliminary Research of Social Media Analytics 
from a Networked Learning Course provided 
potential factors for student assessment.
Networked 
Learning Principle 
Assessment 
Principle 
Operationalization 
Blogs Twitter 
Establishing and 
Maintaining a 
Personal Learning 
Network (PLN) 
Participation 
(Individual) 
#Posts,Comments #Tweets 
Network Degree Centrality 
Curating, Critiquing, 
Organize Data and 
Data Sources 
Content 
Engagement 
(Sharing) 
Keywords 
#Links 
Keywords 
#Links 
Connecting or 
coordinating people 
and concepts over 
space, time, and 
spheres of learning a 
Participation 
(Transliteracy) Ratio: Posts, Comments, Tweets 
Participation 
(Transactivity) 
#Links 
Classmate Mentions 
#Retweets, Mentions, Replies, Links 
Network Betweeness Centrality 
Content 
Engagement 
(Construction) 
Keywords 
Links (Content) 
Keywords 
Links (Content) 
Transforming data 
into new products 
Content 
Engagement 
(Transformation) 
Content Content 
Sharing new product 
with PLN 
Participation 
(Individual) #Posts 
#Tweets 
Network Degree Centrality 
Participation 
(Transactivity) 
Links (Content) 
Classmate Mentions 
#Mentions, Replies, Links 
Network Betweeness Centrality
How can networked learning be documented for the 
purposes of student assessment? 
 How can social media analytics be used to inform 
student assessment in networked learning 
environments? 
 How does the use of social media analytics relate to a 
qualitative content analysis of the same data? 
 How can social media analytics be integrated into a 
larger student assessment toolkit for higher education 
faculty?
Two Phase Research Design 
Toolkit Construction 
Toolkit Validation
Exploration of Student Data in Network Learning 
Environments 
▪ Descriptive Statistics 
▪ Quantities of student participation in the form of posts, comments, 
retweets, replies, mentions, etc. 
▪ Social Network Analysis 
▪ Characterization of interactions between students within the community 
▪ Content Analysis 
▪ Identification of key themes within the discourse 
▪ Discourse Analysis 
▪ Characterization of interactions between keywords, posts containing 
keywords, and students using keywords.
 Secondary Data Analysis 
 #ThoughtvectorsMOOC 
 VCU undergraduate 2014 summer course 
 95 Student Participants and 30 Open Participants 
 Students were required to blog daily and comment on each 
others’ posts – 98% of activity took place on WordPress 
 Over 2309 student posts and 419 open participant posts 
 Twitter discourse was encouraged but with limited student 
participation – approximately 4000 tweets total 
 #ConnectedCoursesMOOC 
 Digital Media Literacy Research Hub course on teaching 
connected courses with over 250+ active participants 
 Weekly blogging encouraged (over 1880 posts) 
 Active Twitter discourse among students
Application 
Programming 
Interface (API) 
WordPress 
Plug-In 
Microsoft 
Excel 
KBDeX 
Social Network Analysis 
Descriptive Statistics 
Keyword Searches 
NodeXL 
Content Analysis 
Discourse Analysis
Networked 
Learning Principle 
Assessment 
Principle 
Operationalized (Variables) Measurement Tool 
Blog Twitter 
Establishing and 
Maintaining a 
Personal Learning 
Network (PLN) 
Participation 
(Individual) 
Number: Posts, Comments Number: Tweets, 
People Followed 
TAGS-WP/Excel 
Curating, Critiquing, 
Organize Data and 
Data Sources 
Content 
Engagement 
(Sharing) 
Keywords 
Number: Links 
Keywords 
Number: Links 
KBDex 
TAGS-WP/Excel 
Product Assessment b 
Connecting or 
coordinating people 
and concepts over 
space, time, and 
spheres of learning a 
Participation 
(Transliteracy) 
Ratio: Posts, Comments, Tweets TAGS-WP/Excel 
Participation 
(Transactivity) 
Number: Links 
Classmate Mentions 
Number: Retweets, 
Mentions, Replies, 
Links 
TAGS-WP/ 
Excel/NodeXL 
Content 
Engagement 
(Construction) 
Keywords 
Content: Links 
Keywords 
Content: Links 
KBDex 
Product Assessment b 
Transforming data 
into new products 
Content 
Engagement 
(Transformation) 
Content Content 
KBDex 
Product Assessment b
 Construct Validity: 
▪ Qualitative Content Analysis of post and comment text 
▪ How do descriptive statistics, social network analysis, and 
discourse analysis metrics relate to a thematic analysis of student 
posts and comments – with an emphasis on networked learning 
principles? 
 Internal Validity: 
▪ Statistical Analysis 
▪ Looking for opportunities to assess internal validity through 
factor analyses and Chronbach alpha testing 
▪ Potential correlation with post-course surveys meant to measure 
“connectedness” 
▪ Potential correlation with final course grades
 This is an exploratory process which will need 
continued study, replication, and refinement. 
 Some student data obtained from courses 
not consistent with formal higher education 
settings. 
 Results and usefulness of toolkit are 
impacted by instructor’s devotion to making 
networked learning a priority in the learning 
environment.
 Downes, S. (2006). Learning networks and connective knowledge: 
Discussion paper #92. Instructional Technology Forum. Retrieved from: 
http://it.coe.uga.edu/itforum/paper92/paper92.html 
 Oshima, J., Oshima, R., & Matsuzawa, Y. (2012). Knowledge building 
discourse explorer: A social network analysis application for knowledge 
building discourse. Educational Technology Research and Development, 
60(5), 903–921. doi: 10.1007/s11423-012-9265-2 
 Siemens, G. (2004, December 12). Connectivism: A learning theory for 
the digital age. Retrieved from: 
http://www.elearnspace.org/Articles/connectivism.htm 
 Strijbos, J.W.(2011). Assessment of (computer-supported) collaborative 
learning. IEEE Transactions on Learning Technologies, 4(1), 59-73.

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Gogia mock prospectus

  • 2. Period in human history in which traditional industry of the industrial revolution has been replaced by an economy based on digital information and processes. Photo: “Where is the Internet?” Flickr user Lea, https://www.flickr.com/photos/violinha/
  • 3. People and information sources are linked together in a global network, allowing for unprecedented and disruptive forms of communication. Photo: “Virtual Marketing, Shirley Chan http://09820006s.blogspot.com/
  • 4.  Consume but also actively contribute.  Affiliation Formation  Creative Expression  Collaborative Problem Solving  Contributing to Information Circulation Photo: “Michael Wesch Keynote” by Flickr user Guilia Forsythe https://www.flickr.com/photos/gforsythe/
  • 5. The new economy and culture have sparked calls for educational reform among a variety of stakeholders.  21st Century skills  New Media skills  Digital skills Photo: “What’s in my bag?” by Flickr user Brandy Shaul, https://www.flickr.com/photos/zoologist/
  • 6. Takes advantage of:  The open, distributed spaces of the web  The participatory, creative nature of digital tools  The power (reach) of networked communication  The power (potency, innovation) of networked thinking Photo: “Network” by Simon Cockell https://www.flickr.com/photos/sjcockell/
  • 7. Networked Learning emerged from informal learning environments, where formal assessments of student learning are not common and not necessarily valued.
  • 8. Traditional formalized learning assessments are not consistent with networked learning pedagogies. Networked Learning Traditional Assessments Values learning as a process Values knowledge as acquired object Values collaborative work Value individual work Values remixing, synthesis Values “original” work
  • 9. To create and validate an assessment toolkit for grading student performance in networked learning courses in higher education environments. Aligned Agile Valid Digital
  • 10. Networked Learning Is Becoming More Popular In Higher Education. Higher Education Requires Formalized Student Assessments. Techniques Or Protocols Must Be Developed That Provide Formalized Assessment Without Compromising Pedagogical Alignment.
  • 11. Networked Learning (noun): Connectivist-based learning that takes place on distributed, openly networked, & digital platforms
  • 12. Connectivist-based learning that takes place on distributed, openly networked, & digital platforms Distributed: Consists of more than one platform, supporting different types of activities. Openly networked: Occurs on the open web, which allows students to interact with a larger community & provides more opportunities for students to make connections between the “spheres of learning.” Digital: Internet-based
  • 13. Knowledge: a set of connections formed by actions and experience distributed across networks of human and non-human nodes. It is dynamic, changing quickly based on context. It is interpreted by the individuals who are making the connections. It rests in the diversity of opinions. Learning: the process of making decisions through the connection of information sources. (Downes, 2006)
  • 14. Core skills include the ability to: ▪ Choose what to learn & interpret it based on a lens of shifting reality ▪ Nurture & maintain personal connections for continuous learning. ▪ See connections across fields, ideas, and concepts. Ability to learn through this process is more critical than current knowledge base. (Siemens, 2004)
  • 15. Developing & Maintaining Personal Learning Networks Curating, Critiquing, & Organizing Data and Data Sources Connecting Concepts & People Across Spheres of Learning Sharing with Personal Learning Network Transforming Concepts into a New Product
  • 16. Computer- Supported Collaborative Learning Literature (Strijbos, 2011) Participation Social Content Acquisition Individual
  • 17. Participation Individual Extent to which students contribute to the social stream Transactivity Extent to which students refer to and build on each other’s contributions Transliteracy Extent to which students move across types of digital media Content Engagement Sharing Extent to which students share resources or information Construction Extent to which students use information to solve problems within the same situation in which the information was presented Transformation Extent to which students collaboratively remix or repurpose information to create new knowledge
  • 18. (Fact: Digital platforms record the actions of its users and store them in ways amenable to analysis and visualization) **Preliminary Research of Social Media Analytics from a Networked Learning Course provided potential factors for student assessment.
  • 19. Networked Learning Principle Assessment Principle Operationalization Blogs Twitter Establishing and Maintaining a Personal Learning Network (PLN) Participation (Individual) #Posts,Comments #Tweets Network Degree Centrality Curating, Critiquing, Organize Data and Data Sources Content Engagement (Sharing) Keywords #Links Keywords #Links Connecting or coordinating people and concepts over space, time, and spheres of learning a Participation (Transliteracy) Ratio: Posts, Comments, Tweets Participation (Transactivity) #Links Classmate Mentions #Retweets, Mentions, Replies, Links Network Betweeness Centrality Content Engagement (Construction) Keywords Links (Content) Keywords Links (Content) Transforming data into new products Content Engagement (Transformation) Content Content Sharing new product with PLN Participation (Individual) #Posts #Tweets Network Degree Centrality Participation (Transactivity) Links (Content) Classmate Mentions #Mentions, Replies, Links Network Betweeness Centrality
  • 20. How can networked learning be documented for the purposes of student assessment?  How can social media analytics be used to inform student assessment in networked learning environments?  How does the use of social media analytics relate to a qualitative content analysis of the same data?  How can social media analytics be integrated into a larger student assessment toolkit for higher education faculty?
  • 21. Two Phase Research Design Toolkit Construction Toolkit Validation
  • 22. Exploration of Student Data in Network Learning Environments ▪ Descriptive Statistics ▪ Quantities of student participation in the form of posts, comments, retweets, replies, mentions, etc. ▪ Social Network Analysis ▪ Characterization of interactions between students within the community ▪ Content Analysis ▪ Identification of key themes within the discourse ▪ Discourse Analysis ▪ Characterization of interactions between keywords, posts containing keywords, and students using keywords.
  • 23.  Secondary Data Analysis  #ThoughtvectorsMOOC  VCU undergraduate 2014 summer course  95 Student Participants and 30 Open Participants  Students were required to blog daily and comment on each others’ posts – 98% of activity took place on WordPress  Over 2309 student posts and 419 open participant posts  Twitter discourse was encouraged but with limited student participation – approximately 4000 tweets total  #ConnectedCoursesMOOC  Digital Media Literacy Research Hub course on teaching connected courses with over 250+ active participants  Weekly blogging encouraged (over 1880 posts)  Active Twitter discourse among students
  • 24. Application Programming Interface (API) WordPress Plug-In Microsoft Excel KBDeX Social Network Analysis Descriptive Statistics Keyword Searches NodeXL Content Analysis Discourse Analysis
  • 25. Networked Learning Principle Assessment Principle Operationalized (Variables) Measurement Tool Blog Twitter Establishing and Maintaining a Personal Learning Network (PLN) Participation (Individual) Number: Posts, Comments Number: Tweets, People Followed TAGS-WP/Excel Curating, Critiquing, Organize Data and Data Sources Content Engagement (Sharing) Keywords Number: Links Keywords Number: Links KBDex TAGS-WP/Excel Product Assessment b Connecting or coordinating people and concepts over space, time, and spheres of learning a Participation (Transliteracy) Ratio: Posts, Comments, Tweets TAGS-WP/Excel Participation (Transactivity) Number: Links Classmate Mentions Number: Retweets, Mentions, Replies, Links TAGS-WP/ Excel/NodeXL Content Engagement (Construction) Keywords Content: Links Keywords Content: Links KBDex Product Assessment b Transforming data into new products Content Engagement (Transformation) Content Content KBDex Product Assessment b
  • 26.  Construct Validity: ▪ Qualitative Content Analysis of post and comment text ▪ How do descriptive statistics, social network analysis, and discourse analysis metrics relate to a thematic analysis of student posts and comments – with an emphasis on networked learning principles?  Internal Validity: ▪ Statistical Analysis ▪ Looking for opportunities to assess internal validity through factor analyses and Chronbach alpha testing ▪ Potential correlation with post-course surveys meant to measure “connectedness” ▪ Potential correlation with final course grades
  • 27.  This is an exploratory process which will need continued study, replication, and refinement.  Some student data obtained from courses not consistent with formal higher education settings.  Results and usefulness of toolkit are impacted by instructor’s devotion to making networked learning a priority in the learning environment.
  • 28.
  • 29.  Downes, S. (2006). Learning networks and connective knowledge: Discussion paper #92. Instructional Technology Forum. Retrieved from: http://it.coe.uga.edu/itforum/paper92/paper92.html  Oshima, J., Oshima, R., & Matsuzawa, Y. (2012). Knowledge building discourse explorer: A social network analysis application for knowledge building discourse. Educational Technology Research and Development, 60(5), 903–921. doi: 10.1007/s11423-012-9265-2  Siemens, G. (2004, December 12). Connectivism: A learning theory for the digital age. Retrieved from: http://www.elearnspace.org/Articles/connectivism.htm  Strijbos, J.W.(2011). Assessment of (computer-supported) collaborative learning. IEEE Transactions on Learning Technologies, 4(1), 59-73.

Notes de l'éditeur

  1. Since the beginning of the
  2. The Internet (specifically Web 2.0) has created a networked culture defined by unprecedented and disruptive communication capabilities Social media facilitated by the Internet is unique, linking “the many to the many.” It allows for exponential, rapid, global spread of information; television and radio all for unidirectional broadcasting, telephones and emails allow for information exchange in relatively small circles While it is not technically ubiquitous, it is becoming increasingly more common; 80% of Internet users and 25% of worlds total population participate in social media
  3. In other words, they annotate, curate, combine, imitate, counter, support, criticize, and share what they consume.
  4. Network and Participatory have combined to change the way we understand and assess information. Networked  Data Saturation Participatory  Challenge to traditional hierarchies of who has the right to generate valid knowledge Cormier (2008): “The traditional method of expert translation of information to knowledge requires time – time for expertise to be brought to bear on new information, time for peer review and validation – that could make the knowledge itself outdated by the time it is verified. Information is coming too fast for our traditional methods of expert verification to adapt.” Effective members of the networked world understand that they are members of a network who play an active role in transmitting, collecting, and transforming information for the creation of knowledge
  5. The networked world and its participatory culture have inspired new learning theories, pedagogical frameworks, and learning formats that capitalize on the affordances of the web and aim to teach students how to capitalize on them. By affordances I mean that they take advantage of:
  6. Networked Learning was developed in informal learning , where assessments of student learning are not traditionally used or valued; rather, effectiveness of curriculum or instructional design are most likely to be judged by student completion, student satisfaction, or student perceptions of learning.
  7. The purpose of this study is to create and begin to validate an assessment toolkit for the grading of student performance in higher education networked learning courses that: Is consistent with the theoretical underpinnings of networked learning and collaborative learning assessment Takes advantage of the technological affordances of the digital platforms on which these courses take place. Provides student assessment options for higher education faculty that are easy to perform and interpret, as well as pedagogically-aligned, agile, and valid.
  8. There is evidence that these networked learning environments are becoming more popular in higher education settings (CCK08, CCK09, DS016, Thoughtvectors) Higher education environments require formalized student assessments, but traditional assessments are not consistent with the pedagogical stances or instructional formats of networked learning Therefore, new assessment toolkits need to be developed to aid in the assessment of student learning in networked learning environments when they are applied in formal higher education settings.
  9. Networked Learning (Networked Learning, Connected Learning, Distributed Learning) Occurs on distributed openly networked digital platforms Distributed: More than one platform that supports different types of activities Openly networked: occurs on the open web, which allows for interaction with a larger audience and more opportunities for students to make connections between the “spheres of learning” Digital: Internet-based
  10. Knowledge is a set of connections formed by actions and experience distributed across networks of human and non-human nodes. It is dynamic, changing quickly based on context, interpreted by the individuals who are making the connections. Learning is the ability to make those connections
  11. Note that these principles are offered in a wonky circle – they are nonlinear and iterative.
  12. The CSCL assessment scholars call this concept “Knowledge Creation” a combination of Knowledge Acquisition and Participation metaphors for learning. It takes into account the paradoxical tensions of social versus individual and acquisition versus participation in assessment
  13. Preliminary Research consisted of the literature review and an exploration of social media analytics collected from a VCU networked learning course, #Thoughtvectors, that had already taken place Social media analytics Analytics is the discovery and communication of meaningful patterns in data. Especially valuable in areas rich with recorded information, analytics relies on the simultaneous application of statistics, computer programming and operations research to quantify performance. Analytics often favors data visualization to communicate insight. All digital platforms record the actions of its users. Learning analytics is a field of educational research that capitalizes on the “big data” collected by learning platforms to provide formative feedback for instructors and students. In the case of #Thoughtvectors, it meant looking at the available TAGS data (Twitter Analytics Google Spreadsheet) and WP (WordPress) Analytics
  14. Tool Kit: A collection of instruments, tools, or protocols
  15. is a library that includes specifications for routines, data structures, object classes and variables. The practice of publishing APIs has allowed user information to be shared from web communities to third parties for the purpose of studying or applying user data. Application Programming Interface (API) Wordpress plugins allow for the searching and copying of timestamped and url-identified content from blog posts and comments Microsoft Excel runs web queries to retrieve text or data from API Descriptive Statistics and Keyword searches NodeXL is a Microsoft Excel template that allows for easy Social Network Analysis KBDeX (Knowledge Building Discourse eXplorer) allows for the analysis of keywords in relationship with each other, posts in which they were found, and students who used them. (Oshima, Oshima, Matsuzawa, 2013).