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Eamon Costello, Binesh Nair, Mark Brown, Jinging Zhang,
Mairéad Nic Giolla Mhichíl, Enda Donlon & Theo Lynn
Social Media #MOOC Mentions:
Lessons for MOOC Research from Analysis of Twitter Data
Adelaide, Australia
29th November 2016
Dublin City University…
Outline…
1. Background
2. MOOCs through Twitter
3. Key takeaway messages
Social Media #MOOC Mentions:
Lessons for MOOC Research from Analysis of Twitter Data
1. Background
• How have MOOCs been portrayed in
traditional media?
• How is the MOOC story being told
through social media?
• What trends are apparent over time in
the portrayal of MOOCs in the media?
Research questions…
1. Background
1. Background
• Who is telling the MOOC story?
• How are they telling the MOOC story?
• What are we being told about MOOCs?
• What is missing from the MOOC story?
• Whose voice is not being heard?
Deeper questions…
1. Background
1. Background
1. Background
The story
about MOOCs is
not really about MOOCs
“A story is never just a story – it is a statement
of belief and of morality” (Pinar, 2014, p.12).
1. Background
2. MOOCs through Twitter
2. MOOCs through Twitter
What is being said about MOOCs on Twitter?
• GNIP API Sep – Dec 2015 - > #MOOC
• 32,309 tweets (17,910 original)
• Descriptive analytics, content analytics,
network analytics (Chae, 2015; Lynn et. al.,
2015)
Pilot study…
Chae, B. K. (2015). Insights from hashtag# supplychain and Twitter Analytics: Considering Twitter and Twitter data for
supply chain practice and research. International Journal of Production Economics, 165, 247-259.
Lynn, T., Kilroy, S., van der Werff, L., Healy, P., Hunt, G., Venkatagiri, S., & Morrison, J.( 2015). Towards a general
research framework for social media research using big data. Professional Communication Conference (IPCC), 2015
IEEE International (pp. 1-8). IEEE.
2. MOOCs through Twitter
Word Frequency Word Frequency Word Frequency
mooc 21,199 education 1,126 onlinelearn 501
course 2,733 join 1,113 science 492
learn 2,686 start 1,055 marketing 478
online 2,442 register 954 Data 471
elearn 2,079 onlinecourse 736 Life 447
free 1,911 highered 667
coursera 1,410 digital 562
edxonline 1,332 university 556
edtech 1,259 open 520
business 1,165 students 518
Top 25 Words in MOOC Dataset
2. MOOCs through Twitter
Top Hashtags
2. MOOCs through Twitter
No Topic
33 Promotion of MOOC on “Cognitive Technology and its growing importance for
business” by David Schatsky, course instructor and senior manager Deloitte LLP.
72 Promotion of Deloitte’s MOOC on 3D printing.
31 Successful Societies (by Princeton University) promoting MOOC on ‘How can
Governments Improve Citizen Services and Cabinet Office Coordination.’
54 Successful Societies promoting MOOC on ‘Making Government work in Hard Places’.
40 Successful Societies promoting MOOC on ‘How Leaders Overcome Governance
Challenges’.
53 Successful Societies promoting MOOC on ‘Writing Science of Delivery Case Studies’
58 NutritionMOOCs promoting MOOC on ‘Nutrition and Health: Micronutrients and
Malnutrition’.
182 NutritionMOOCs promoting 2nd part of MOOC on Nutrition and Health from
Wageningen University.
30 Promotion of Coursera’s MOOC on ‘Training TESOL Certificate Part 1: Teach English’.
43 Retweet of Quizalizeapp’s tweet ‘How to say Merry Christmas in 77 Languages’.
Peak Tweets
2. MOOCs through Twitter
Sentiment Analysis
2. MOOCs through Twitter
Exemplar Tweet Sentiment
Score
@thesiswhisperer I think the #MOOC is providing wonderful supportive
pillow of trust & honesty- glad I'm taking part- thank u #survivephd15
6
STUNNING #mathed animations from .@robertghrist in his calculus
#MOOC. Beautiful and effective. Kudos. http://t.co/GgdN2KHFZf
4
Just discovered a great free #Social Innovation online course, on this
cool learning platform - #iVersity #MOOC ~ http://t.co/kGPzmqONFq
4
#ememitalia Teixeira: focusing on dropout as a problem to criticize
#MOOC education is a conceptual mistake
- 4
CloudComputingApplications - definitely the worst @coursera #MOOC
I've ever taken. Irrelevant videos & useless tuts #unenrolled
- 3
Sentiment Analysis
2. MOOCs through Twitter
Network & communication analysis…
- Annunciative
- Conversational
- Disseminative
Bruns, Axel & Stieglitz, Stefan (2014) Metrics for understanding communication on
Twitter. In Weller, Katrin, Bruns, Axel, Burgess, Jean, Mahrt, Merja, & Puschmann,
Cornelius (Eds.) Twitter and Society. Peter Lang, New York, pp. 69-82.
2. MOOCs through Twitter
3. Key takeaway messages
3. Key takeaway messages
Three major takeaways…
1. The term MOOC is not commonly used in
everyday discourse
3. Key takeaway messages
Horrigan, J. (2016). Lifelong learning and technology. Pew Research Center. Available from
http://www.pewinternet.org/2016/03/22/lifelong-learning-and-technology/
3. Key takeaway messages
Dahlstrom, E., Christopher Brooks, D., Grajek, S., and Reeves, R. (2015) ECAR Study of Students and Information
Technology, 2015. Research report. Louisville, CO: ECAR, December 2015. Available from
https://library.educause.edu/resources/2015/8/2015-student-and-faculty-technology-research-studies
3. Key takeaway messages
Three major takeaways…
1. The term MOOC is not commonly used in
everyday discourse
2. There is limited understanding of how Twitter is
being used (or not) to support learning in
MOOCs
3. Key takeaway messages
https://www.class-central.com/report/top-moocs/
3. Key takeaway messages
Three major takeaways…
1. The term MOOC is not commonly used in
everyday discourse
2. There is limited understanding of how Twitter is
being used (or not) to support learning in
MOOCs
1. The discourse (agenda) around MOOCs in
Twittersphere is dominated by major platforms
and institutional providers
Final comment
Final comment
“It is theory that
decides what we
can observe…”
Albert Einstein
http://www.dcu.ie/academy
Final comment
http://www.dcu.ie/academy
Final comment
Go raibh
maith
agaibh!
“A prudent question is one-half of wisdom”
Francis Bacon
http://www.slideshare.net/mbrownz
Questions…

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Twitter MOOC Analysis - Setting agendas

  • 1. Eamon Costello, Binesh Nair, Mark Brown, Jinging Zhang, Mairéad Nic Giolla Mhichíl, Enda Donlon & Theo Lynn Social Media #MOOC Mentions: Lessons for MOOC Research from Analysis of Twitter Data Adelaide, Australia 29th November 2016
  • 3.
  • 4. Outline… 1. Background 2. MOOCs through Twitter 3. Key takeaway messages Social Media #MOOC Mentions: Lessons for MOOC Research from Analysis of Twitter Data
  • 6. • How have MOOCs been portrayed in traditional media? • How is the MOOC story being told through social media? • What trends are apparent over time in the portrayal of MOOCs in the media? Research questions… 1. Background
  • 8. • Who is telling the MOOC story? • How are they telling the MOOC story? • What are we being told about MOOCs? • What is missing from the MOOC story? • Whose voice is not being heard? Deeper questions… 1. Background
  • 11. The story about MOOCs is not really about MOOCs “A story is never just a story – it is a statement of belief and of morality” (Pinar, 2014, p.12). 1. Background
  • 12. 2. MOOCs through Twitter
  • 13. 2. MOOCs through Twitter What is being said about MOOCs on Twitter?
  • 14. • GNIP API Sep – Dec 2015 - > #MOOC • 32,309 tweets (17,910 original) • Descriptive analytics, content analytics, network analytics (Chae, 2015; Lynn et. al., 2015) Pilot study… Chae, B. K. (2015). Insights from hashtag# supplychain and Twitter Analytics: Considering Twitter and Twitter data for supply chain practice and research. International Journal of Production Economics, 165, 247-259. Lynn, T., Kilroy, S., van der Werff, L., Healy, P., Hunt, G., Venkatagiri, S., & Morrison, J.( 2015). Towards a general research framework for social media research using big data. Professional Communication Conference (IPCC), 2015 IEEE International (pp. 1-8). IEEE. 2. MOOCs through Twitter
  • 15. Word Frequency Word Frequency Word Frequency mooc 21,199 education 1,126 onlinelearn 501 course 2,733 join 1,113 science 492 learn 2,686 start 1,055 marketing 478 online 2,442 register 954 Data 471 elearn 2,079 onlinecourse 736 Life 447 free 1,911 highered 667 coursera 1,410 digital 562 edxonline 1,332 university 556 edtech 1,259 open 520 business 1,165 students 518 Top 25 Words in MOOC Dataset 2. MOOCs through Twitter
  • 16. Top Hashtags 2. MOOCs through Twitter
  • 17. No Topic 33 Promotion of MOOC on “Cognitive Technology and its growing importance for business” by David Schatsky, course instructor and senior manager Deloitte LLP. 72 Promotion of Deloitte’s MOOC on 3D printing. 31 Successful Societies (by Princeton University) promoting MOOC on ‘How can Governments Improve Citizen Services and Cabinet Office Coordination.’ 54 Successful Societies promoting MOOC on ‘Making Government work in Hard Places’. 40 Successful Societies promoting MOOC on ‘How Leaders Overcome Governance Challenges’. 53 Successful Societies promoting MOOC on ‘Writing Science of Delivery Case Studies’ 58 NutritionMOOCs promoting MOOC on ‘Nutrition and Health: Micronutrients and Malnutrition’. 182 NutritionMOOCs promoting 2nd part of MOOC on Nutrition and Health from Wageningen University. 30 Promotion of Coursera’s MOOC on ‘Training TESOL Certificate Part 1: Teach English’. 43 Retweet of Quizalizeapp’s tweet ‘How to say Merry Christmas in 77 Languages’. Peak Tweets 2. MOOCs through Twitter
  • 18. Sentiment Analysis 2. MOOCs through Twitter
  • 19. Exemplar Tweet Sentiment Score @thesiswhisperer I think the #MOOC is providing wonderful supportive pillow of trust & honesty- glad I'm taking part- thank u #survivephd15 6 STUNNING #mathed animations from .@robertghrist in his calculus #MOOC. Beautiful and effective. Kudos. http://t.co/GgdN2KHFZf 4 Just discovered a great free #Social Innovation online course, on this cool learning platform - #iVersity #MOOC ~ http://t.co/kGPzmqONFq 4 #ememitalia Teixeira: focusing on dropout as a problem to criticize #MOOC education is a conceptual mistake - 4 CloudComputingApplications - definitely the worst @coursera #MOOC I've ever taken. Irrelevant videos & useless tuts #unenrolled - 3 Sentiment Analysis 2. MOOCs through Twitter
  • 20. Network & communication analysis… - Annunciative - Conversational - Disseminative Bruns, Axel & Stieglitz, Stefan (2014) Metrics for understanding communication on Twitter. In Weller, Katrin, Bruns, Axel, Burgess, Jean, Mahrt, Merja, & Puschmann, Cornelius (Eds.) Twitter and Society. Peter Lang, New York, pp. 69-82. 2. MOOCs through Twitter
  • 21. 3. Key takeaway messages
  • 22. 3. Key takeaway messages Three major takeaways… 1. The term MOOC is not commonly used in everyday discourse
  • 23. 3. Key takeaway messages Horrigan, J. (2016). Lifelong learning and technology. Pew Research Center. Available from http://www.pewinternet.org/2016/03/22/lifelong-learning-and-technology/
  • 24. 3. Key takeaway messages Dahlstrom, E., Christopher Brooks, D., Grajek, S., and Reeves, R. (2015) ECAR Study of Students and Information Technology, 2015. Research report. Louisville, CO: ECAR, December 2015. Available from https://library.educause.edu/resources/2015/8/2015-student-and-faculty-technology-research-studies
  • 25. 3. Key takeaway messages Three major takeaways… 1. The term MOOC is not commonly used in everyday discourse 2. There is limited understanding of how Twitter is being used (or not) to support learning in MOOCs
  • 26. 3. Key takeaway messages https://www.class-central.com/report/top-moocs/
  • 27. 3. Key takeaway messages Three major takeaways… 1. The term MOOC is not commonly used in everyday discourse 2. There is limited understanding of how Twitter is being used (or not) to support learning in MOOCs 1. The discourse (agenda) around MOOCs in Twittersphere is dominated by major platforms and institutional providers
  • 29. Final comment “It is theory that decides what we can observe…” Albert Einstein
  • 33. “A prudent question is one-half of wisdom” Francis Bacon http://www.slideshare.net/mbrownz Questions…

Notas del editor

  1. State of the Art vs State of the Actual
  2. There were 17,910 sentences and 345,067 words. The average sentiment was found to be 0.095; suggesting that the tweets are highly neutral.