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Evolution of the Conversation and Knowledge Acquisition
in Social Networks related to a MOOC Course
Francisco J. García-Peñalvo, Juan Cruz-Benito
Oriol Borrás-Gené, Ángel Fidalgo Blanco
HCI International 2015
Los Angeles, CA, USA, August 2-7
Informal Learning
•  Learning resulting from daily activities related to work, family or
leisure. It is not organized or structured in terms of objectives, time
or Learning support
HCI International 2015 Los Angeles, CA, USA, August 2-7 2
iMOOC
•  Platform for providing MOOC courses developed by Technical
University of Madrid, University of Zaragoza and University of
Salamanca (Spain)
•  Based on Moodle technology
•  Follows Connectivism Theories
•  In MOOC courses allows personalization, gamification, cooperation,
etc.
•  http://gridlab.upm.es
HCI International 2015 Los Angeles, CA, USA, August 2-7 3
Purpose of this research
•  Retrieve interaction evidences through hashtags related to an iMOOC
course within social networks like Twitter and Google+
•  Detect informal (and non-formal) learning features in these
interaction evidences retrieved
HCI International 2015 Los Angeles, CA, USA, August 2-7 4
Results
HCI International 2015 Los Angeles, CA, USA, August 2-7 5
Results
HCI International 2015 Los Angeles, CA, USA, August 2-7 6
Results
HCI International 2015 Los Angeles, CA, USA, August 2-7 7
Discussion
•  It is possible to establish relationships between the use of official
hashtags with non-formal learning?
•  It is possible to establish relationships between the use of unofficiall
hashtags and informal learning?
•  It is possible to determine learning features from analyzing the
conversation between iMOOC users in social networks?
HCI International 2015 Los Angeles, CA, USA, August 2-7 8
Official hashtags and non-formal learning
•  A MOOC course like those offers iMOOC cannot be considered as a
formal course that provide a formal learning path to students
•  Can be considered non-formal learning
•  The activities proposed and guided by teachers in this context (even
by having conversations in a social network by using hashtags) can
be considered as a kind of non-formal learning
HCI International 2015 Los Angeles, CA, USA, August 2-7 9
Unofficiall hashtags and informal learning
•  The resources, links and concepts shared by students by their own
desire can be classified under informal learning
•  This sharing through social networks using their own hashtags can
be considered as a kind of informal learning derived from the
contents and context of the iMOOC course
•  The users enhance their learning process by their own interests and
helping other students to reach the new contents they discover.
HCI International 2015 Los Angeles, CA, USA, August 2-7 10
Conversations in social networks and learning type
identification
•  Regarding the results retrieved from analyzing Twitter and Google+
can be discriminated the conversations of iMOOC students and the
hashtags they use
•  These hashtags can be classified in official and unofficial based on
the hashtags proposed by teachers
•  Based on this classification the conversation can be discriminated by
the use of hashtags, and if the student is learning, can be
determined the type of learning is occurring
HCI International 2015 Los Angeles, CA, USA, August 2-7 11
Conclusions
•  This research work tries to identify non-formal and informal learning I
MOOC users based on their activity in social networks like Twitter and
Google+
•  It explain how is possible to identify the non-formal or informal
features in a conversation through these social networks
•  Also, it shows how can be determined the type of learning is occurring
when users utilize these social networks as support of their learning
process
•  Based on these results, the MOOCs can enhance their learning paths
and performance using the analysis of social networks (empowering
or assessing the informal learning in the MOOC grades of a students,
etc.) HCI International 2015 Los Angeles, CA, USA, August 2-7 12
References
Mackness, J., Mak, S., Williams, R.: The ideals and reality of participating in a MOOC. 7th International Conference on Networked Learning, pp. 266-275 (2010)
McAuley, A., Stewart, B., Siemens, G., Cormier, D.: The MOOC model for digital practice. SSHRC Knowledge Synthesis Grant on the Digital Economy (2010)
Vanbaelen, R., Harrison, J., van Dongen, G.: Lifelong learning in a Fourth World setting. Professional Communication Conference (IPCC), 2014 IEEE International, pp. 1-9 (2014)
García-Peñalvo, F.J., Johnson, M., Ribeiro Alves, G., Minovic, M., Conde-González, M.Á.: Informal learning recognition through a cloud ecosystem. Future Generation Computer
Systems 32, 282-294 (2014)
Aramo-Immonen, H., Jussila, J., Huhtamäki, J.: Visualizing informal learning behavior from conference participants Twitter data. Proceedings of the Second International
Conference on Technological Ecosystems for Enhancing Multiculturality, pp. 603-610. ACM, Salamanca, Spain (2014)
Siemens, G.: Connectivism: A learning theory for the digital age. International journal of instructional technology and distance learning 2, 3-10 (2005)
Zapata-Ros, M.: Teorías y modelos sobre el aprendizaje en entornos conectados y ubicuos. Education in the Knowledge Society 16, (2015)
Evans, C.: Twitter for teaching: Can social media be used to enhance the process of learning? British Journal of Educational Technology 45, 902-915 (2014)
Marsick, V.J., Watkins, K.E.: Informal and Incidental Learning. New Directions for Adult and Continuing Education 2001, 25-34 (2001)
García-Peñalvo, F.J., García-Holgado, A., Cruz-Benito, J.: Formal and informal learning experiences in multicultural scopes. Proceedings of the First International Conference
on Technological Ecosystem for Enhancing Multiculturality, pp. 523-527. ACM, Salamanca, Spain (2013)
Bjornavold, J., Training, E.C.f.t.D.o.V.: Validation of non-formal and informal learning in Europe: a snapshot 2007. Office for Official Publications of the European Communities,
Luxembourg (2008)
García-Peñalvo, F.J., Colomo-Palacios, R., Lytras, M.D.: Informal learning in work environments: training with the Social Web in the workplace. Behaviour & Information
Technology 31, 753-755 (2012)
Ghenname, M., Abik, M., Ajhoun, R., Subercaze, J., Gravier, C., Laforest, F.: Personalized Recommendation Based Hashtags on E-learning Systems. ISKO-Maghreb'2013 Concepts
and Tools for Knowledge Management (KM), pp. NA, Tunisia (2013)
Twitter Inc,, https://support.twitter.com/articles/49309
West, J.: Recognition of non-formal and informal learning: the Case Against. Study prepared for the meeting of the OECD Group of Experts. (2007)
HCI International 2015 Los Angeles, CA, USA, August 2-7 13
References
Vosecky, J., Jiang, D., Leung, K.W.-T., Xing, K., Ng, W.: Integrating Social and Auxiliary Semantics for Multifaceted Topic Modeling in Twitter. ACM Trans. Internet Technol. 14, 1-24
(2014)
Fidalgo-Blanco, Á., Sein-Echaluce, M.L., García-Peñalvo, F.J., Esteban Escaño, J.: Improving the MOOC learning outcomes throughout informal learning activities. Proceedings
of the Second International Conference on Technological Ecosystems for Enhancing Multiculturality, pp. 611-617. ACM, Salamanca, Spain (2014)
Alario-Hoyos, C., Pérez-Sanagustín, M., Delgado-Kloos, C., Parada G, H., Muñoz-Organero, M., Rodríguez-de-las-Heras, A.: Analysing the Impact of Built-In and External Social
Tools in a MOOC on Educational Technologies. In: Hernández-Leo, D., Ley, T., Klamma, R., Harrer, A. (eds.) Scaling up Learning for Sustained Impact, vol. 8095, pp. 5-18. Springer
Berlin Heidelberg (2013)
Fidalgo, Á., Sein-Echaluce Lacleta, M.L., García-Peñalvo, F.J.: MOOC cooperativo. Una integración entre cMOOC y xMOOC. In: Fidalgo Blanco, Á., Sein-Echaluce Lacleta, M.L. (eds.)
Actas del II Congreso Internacional sobre Aprendizaje, Innovación y Competitividad, CINAIC 2013 (Madrid, 6-8 de noviembre de 2013), pp. 481-486. Fundación General de la
Universidad Politécnica de Madrid, Madrid, España (2013)
Borrás Gené, O., Martínez Núñez, M., Fidalgo Blanco, Á.: Gamification in MOOC: challenges, opportunities and proposals for advancing MOOC model. Proceedings of the Second
International Conference on Technological Ecosystems for Enhancing Multiculturality, pp. 215-220. ACM, Salamanca, Spain (2014)
Technical University of Madrid (Spain), University of Zaragoza (Spain), http://gridlab.upm.es/imooc/course/view.php?id=2
Fidalgo Blanco, Á., Sein-Echaluce Lacleta, M.L., García-Peñalvo, F.J.: Methodological Approach and Technological Framework to break the current limitations of MOOC model.
Journal of Universal Computer Science, 21, 712-734 (2015)
Fidalgo Blanco, Á., García-Peñalvo, F.J., Sein-Echaluce Lacleta, M.L.: A methodology proposal for developing adaptive cMOOC. In: García-Peñalvo, F.J. (ed.) Proceedings of the
First International Conference on Technological Ecosystem for Enhancing Multiculturality (TEEM’13), pp. 553-558. ACM, New York, NY, USA (2013)
Karaoglan, B., Candemir, C., Haytaoglu, E., Algin, G.B., Demirci, S.: Using Twitter as a diagnostic teaching and learning assessment tool. EAEEIE (EAEEIE), 2014 25th Annual
Conference, pp. 73-76 (2014)
HCI International 2015 Los Angeles, CA, USA, August 2-7 14
Citation
•  This paper may be cited as
García-Peñalvo, F. J., Cruz-Benito, J., Borrás-Gené, O., & Fidalgo Blanco, Á. (2015). Evolution of the
Conversation and Knowledge Acquisition in Social Networks related to a MOOC Course. In P. Zaphiris &
I. Ioannou (Eds.), Learning and Collaboration Technologies. Second International Conference, LCT
2015, Held as Part of HCI International 2015, Los Angeles, CA, USA, August 2-7, 2015, Proceedings
(pp. 470-481). Switzerland: Springer International Publishing
HCI International 2015 Los Angeles, CA, USA, August 2-7 15
Evolution of the Conversation and Knowledge Acquisition
in Social Networks related to a MOOC Course
Francisco J. García-Peñalvo, Juan Cruz-Benito
Oriol Borrás-Gené, Ángel Fidalgo Blanco
HCI International 2015
Los Angeles, CA, USA, August 2-7

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Evolution of the Conversation and Knowledge Acquisition in Social Networks related to a MOOC Course

  • 1. Evolution of the Conversation and Knowledge Acquisition in Social Networks related to a MOOC Course Francisco J. García-Peñalvo, Juan Cruz-Benito Oriol Borrás-Gené, Ángel Fidalgo Blanco HCI International 2015 Los Angeles, CA, USA, August 2-7
  • 2. Informal Learning •  Learning resulting from daily activities related to work, family or leisure. It is not organized or structured in terms of objectives, time or Learning support HCI International 2015 Los Angeles, CA, USA, August 2-7 2
  • 3. iMOOC •  Platform for providing MOOC courses developed by Technical University of Madrid, University of Zaragoza and University of Salamanca (Spain) •  Based on Moodle technology •  Follows Connectivism Theories •  In MOOC courses allows personalization, gamification, cooperation, etc. •  http://gridlab.upm.es HCI International 2015 Los Angeles, CA, USA, August 2-7 3
  • 4. Purpose of this research •  Retrieve interaction evidences through hashtags related to an iMOOC course within social networks like Twitter and Google+ •  Detect informal (and non-formal) learning features in these interaction evidences retrieved HCI International 2015 Los Angeles, CA, USA, August 2-7 4
  • 5. Results HCI International 2015 Los Angeles, CA, USA, August 2-7 5
  • 6. Results HCI International 2015 Los Angeles, CA, USA, August 2-7 6
  • 7. Results HCI International 2015 Los Angeles, CA, USA, August 2-7 7
  • 8. Discussion •  It is possible to establish relationships between the use of official hashtags with non-formal learning? •  It is possible to establish relationships between the use of unofficiall hashtags and informal learning? •  It is possible to determine learning features from analyzing the conversation between iMOOC users in social networks? HCI International 2015 Los Angeles, CA, USA, August 2-7 8
  • 9. Official hashtags and non-formal learning •  A MOOC course like those offers iMOOC cannot be considered as a formal course that provide a formal learning path to students •  Can be considered non-formal learning •  The activities proposed and guided by teachers in this context (even by having conversations in a social network by using hashtags) can be considered as a kind of non-formal learning HCI International 2015 Los Angeles, CA, USA, August 2-7 9
  • 10. Unofficiall hashtags and informal learning •  The resources, links and concepts shared by students by their own desire can be classified under informal learning •  This sharing through social networks using their own hashtags can be considered as a kind of informal learning derived from the contents and context of the iMOOC course •  The users enhance their learning process by their own interests and helping other students to reach the new contents they discover. HCI International 2015 Los Angeles, CA, USA, August 2-7 10
  • 11. Conversations in social networks and learning type identification •  Regarding the results retrieved from analyzing Twitter and Google+ can be discriminated the conversations of iMOOC students and the hashtags they use •  These hashtags can be classified in official and unofficial based on the hashtags proposed by teachers •  Based on this classification the conversation can be discriminated by the use of hashtags, and if the student is learning, can be determined the type of learning is occurring HCI International 2015 Los Angeles, CA, USA, August 2-7 11
  • 12. Conclusions •  This research work tries to identify non-formal and informal learning I MOOC users based on their activity in social networks like Twitter and Google+ •  It explain how is possible to identify the non-formal or informal features in a conversation through these social networks •  Also, it shows how can be determined the type of learning is occurring when users utilize these social networks as support of their learning process •  Based on these results, the MOOCs can enhance their learning paths and performance using the analysis of social networks (empowering or assessing the informal learning in the MOOC grades of a students, etc.) HCI International 2015 Los Angeles, CA, USA, August 2-7 12
  • 13. References Mackness, J., Mak, S., Williams, R.: The ideals and reality of participating in a MOOC. 7th International Conference on Networked Learning, pp. 266-275 (2010) McAuley, A., Stewart, B., Siemens, G., Cormier, D.: The MOOC model for digital practice. SSHRC Knowledge Synthesis Grant on the Digital Economy (2010) Vanbaelen, R., Harrison, J., van Dongen, G.: Lifelong learning in a Fourth World setting. Professional Communication Conference (IPCC), 2014 IEEE International, pp. 1-9 (2014) García-Peñalvo, F.J., Johnson, M., Ribeiro Alves, G., Minovic, M., Conde-González, M.Á.: Informal learning recognition through a cloud ecosystem. Future Generation Computer Systems 32, 282-294 (2014) Aramo-Immonen, H., Jussila, J., Huhtamäki, J.: Visualizing informal learning behavior from conference participants Twitter data. Proceedings of the Second International Conference on Technological Ecosystems for Enhancing Multiculturality, pp. 603-610. ACM, Salamanca, Spain (2014) Siemens, G.: Connectivism: A learning theory for the digital age. International journal of instructional technology and distance learning 2, 3-10 (2005) Zapata-Ros, M.: Teorías y modelos sobre el aprendizaje en entornos conectados y ubicuos. Education in the Knowledge Society 16, (2015) Evans, C.: Twitter for teaching: Can social media be used to enhance the process of learning? British Journal of Educational Technology 45, 902-915 (2014) Marsick, V.J., Watkins, K.E.: Informal and Incidental Learning. New Directions for Adult and Continuing Education 2001, 25-34 (2001) García-Peñalvo, F.J., García-Holgado, A., Cruz-Benito, J.: Formal and informal learning experiences in multicultural scopes. Proceedings of the First International Conference on Technological Ecosystem for Enhancing Multiculturality, pp. 523-527. ACM, Salamanca, Spain (2013) Bjornavold, J., Training, E.C.f.t.D.o.V.: Validation of non-formal and informal learning in Europe: a snapshot 2007. Office for Official Publications of the European Communities, Luxembourg (2008) García-Peñalvo, F.J., Colomo-Palacios, R., Lytras, M.D.: Informal learning in work environments: training with the Social Web in the workplace. Behaviour & Information Technology 31, 753-755 (2012) Ghenname, M., Abik, M., Ajhoun, R., Subercaze, J., Gravier, C., Laforest, F.: Personalized Recommendation Based Hashtags on E-learning Systems. ISKO-Maghreb'2013 Concepts and Tools for Knowledge Management (KM), pp. NA, Tunisia (2013) Twitter Inc,, https://support.twitter.com/articles/49309 West, J.: Recognition of non-formal and informal learning: the Case Against. Study prepared for the meeting of the OECD Group of Experts. (2007) HCI International 2015 Los Angeles, CA, USA, August 2-7 13
  • 14. References Vosecky, J., Jiang, D., Leung, K.W.-T., Xing, K., Ng, W.: Integrating Social and Auxiliary Semantics for Multifaceted Topic Modeling in Twitter. ACM Trans. Internet Technol. 14, 1-24 (2014) Fidalgo-Blanco, Á., Sein-Echaluce, M.L., García-Peñalvo, F.J., Esteban Escaño, J.: Improving the MOOC learning outcomes throughout informal learning activities. Proceedings of the Second International Conference on Technological Ecosystems for Enhancing Multiculturality, pp. 611-617. ACM, Salamanca, Spain (2014) Alario-Hoyos, C., Pérez-Sanagustín, M., Delgado-Kloos, C., Parada G, H., Muñoz-Organero, M., Rodríguez-de-las-Heras, A.: Analysing the Impact of Built-In and External Social Tools in a MOOC on Educational Technologies. In: Hernández-Leo, D., Ley, T., Klamma, R., Harrer, A. (eds.) Scaling up Learning for Sustained Impact, vol. 8095, pp. 5-18. Springer Berlin Heidelberg (2013) Fidalgo, Á., Sein-Echaluce Lacleta, M.L., García-Peñalvo, F.J.: MOOC cooperativo. Una integración entre cMOOC y xMOOC. In: Fidalgo Blanco, Á., Sein-Echaluce Lacleta, M.L. (eds.) Actas del II Congreso Internacional sobre Aprendizaje, Innovación y Competitividad, CINAIC 2013 (Madrid, 6-8 de noviembre de 2013), pp. 481-486. Fundación General de la Universidad Politécnica de Madrid, Madrid, España (2013) Borrás Gené, O., Martínez Núñez, M., Fidalgo Blanco, Á.: Gamification in MOOC: challenges, opportunities and proposals for advancing MOOC model. Proceedings of the Second International Conference on Technological Ecosystems for Enhancing Multiculturality, pp. 215-220. ACM, Salamanca, Spain (2014) Technical University of Madrid (Spain), University of Zaragoza (Spain), http://gridlab.upm.es/imooc/course/view.php?id=2 Fidalgo Blanco, Á., Sein-Echaluce Lacleta, M.L., García-Peñalvo, F.J.: Methodological Approach and Technological Framework to break the current limitations of MOOC model. Journal of Universal Computer Science, 21, 712-734 (2015) Fidalgo Blanco, Á., García-Peñalvo, F.J., Sein-Echaluce Lacleta, M.L.: A methodology proposal for developing adaptive cMOOC. In: García-Peñalvo, F.J. (ed.) Proceedings of the First International Conference on Technological Ecosystem for Enhancing Multiculturality (TEEM’13), pp. 553-558. ACM, New York, NY, USA (2013) Karaoglan, B., Candemir, C., Haytaoglu, E., Algin, G.B., Demirci, S.: Using Twitter as a diagnostic teaching and learning assessment tool. EAEEIE (EAEEIE), 2014 25th Annual Conference, pp. 73-76 (2014) HCI International 2015 Los Angeles, CA, USA, August 2-7 14
  • 15. Citation •  This paper may be cited as García-Peñalvo, F. J., Cruz-Benito, J., Borrás-Gené, O., & Fidalgo Blanco, Á. (2015). Evolution of the Conversation and Knowledge Acquisition in Social Networks related to a MOOC Course. In P. Zaphiris & I. Ioannou (Eds.), Learning and Collaboration Technologies. Second International Conference, LCT 2015, Held as Part of HCI International 2015, Los Angeles, CA, USA, August 2-7, 2015, Proceedings (pp. 470-481). Switzerland: Springer International Publishing HCI International 2015 Los Angeles, CA, USA, August 2-7 15
  • 16. Evolution of the Conversation and Knowledge Acquisition in Social Networks related to a MOOC Course Francisco J. García-Peñalvo, Juan Cruz-Benito Oriol Borrás-Gené, Ángel Fidalgo Blanco HCI International 2015 Los Angeles, CA, USA, August 2-7