Skip to main content

Effectiveness of Collaborative Learning with Complex Tasks Under Different Learning Group Formations: A Cognitive Load Perspective

  • Conference paper
  • First Online:

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 9167))

Abstract

This paper reports the results of an experiment designed to investigate the effectiveness of different collaborative group formations (homogeneous vs. heterogeneous in terms of prior knowledge levels) for learning complex materials in a blending learning environment from the perspective of cognitive load theory. The results of the experiment demonstrated overall benefits of the heterogeneous composition of the collaborative groups. The results also indicated that levels of learners’ prior knowledge might influence the effectiveness of collaborative conditions. For learners with lower levels of prior knowledge, the heterogeneous collaborative group was more effective than homogeneous condition while there were no differences between the conditions for more advanced learners. Reported lower ratings of cognitive load for the heterogeneous condition supported the cognitive load explanation of the results.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  • Andersson, J., Rönnberg, J.: Recall suffers from collaboration: joint recall effects of friendship and task complexity. Applied Cogn. Psychol. 9, 199–211 (1995). doi:10.1002/acp.2350090303

    Article  Google Scholar 

  • Baddeley, A.: Working Memory. Oxford University Press, New York (1986)

    Google Scholar 

  • Gamoran, A.: Organization, instruction, and the effects of ability grouping: comment on Slavin’s “Best-Evidence Synthesis”. Rev. Educ. Research 57(3), 341–345 (1987)

    Article  Google Scholar 

  • Hatano, G., Inagaki, K.: Sharing cognition through collective comprehension activity. In: Resnick, L.B., Levine, J.M., Teasley, S.D. (eds.) Perspectives on Socially Shared Cognition, pp. 331–348. American Psychological Association, Washington, DC (1991)

    Chapter  Google Scholar 

  • Johnson, D.W., Johnson, R.T.: Joining Together: Group Theory and Group Skills, 7th edn. Allyn & Bacon, Boston (2000)

    Google Scholar 

  • Kalyuga, S.: Cognitive load theory: how many types of load does it really need? Educ. Psychol. Rev. 23, 1–19 (2011). doi:10.1007/210648-010-9150-7

    Article  Google Scholar 

  • Kirschner, F., Paas, F., Kirschner, P.A.: Individual and group-based learning from complex cognitive tasks: effects on retention and transfer efficiency. Comput. Hum. Behav. 25(2), 306–314 (2009). doi:10.1016/j.chb.2008.12.008

    Article  Google Scholar 

  • Kirschner, F., Paas, F., Kirschner, P.: Task complexity as a driver for collaborative learning efficiency: the collective working-memory effect. Applied Cogn. Psychol. (2011). doi:10.1002/acp.1730

    Google Scholar 

  • Lainema, T., Nurmi, S.: Applying an authentic, dynamic learning environment in real world business. Comput. Educ. 47, 94–115 (2006). doi:10.1016/j.compedu.2004.10.002

    Article  Google Scholar 

  • Laughlin, P.R., Hatch, E.C., Silver, J.S., Boh, L.: Groups perform better than the best individuals on letters-to-numbers problems: effects of group size. J. Pers. Soc. Psychol. 90, 644–651 (2006). doi:10.1037/0022-3514.90.4.644

    Article  Google Scholar 

  • Meudell, P.R., Hitch, G.J., Kirby, P.: Are two heads better than one? experimental investigations of the social facilitation of memory. Applied Cogn. Psychol. 6, 525–543 (1992). doi:10.1002/acp.2350060606

    Article  Google Scholar 

  • Miller, G.A.: The magical number seven, plus or minus two: some limits on our capacity for processing information. Psychol. Rev. 63, 81–97 (1956). doi:10.1037/h0043158

    Article  Google Scholar 

  • Murphy, P.K., Alexander, P.A.: Understanding How Students Learn: A Guide For Instructional Leaders. Corwin Press, Thousand Oaks (2005)

    Google Scholar 

  • Retnowati, E., Ayres, P., Sweller, J.: Worked example effects in individual and group work settings. Educ. Psychol. 30(3), 349–367 (2010). doi:10.1080/01443411003659960

    Article  Google Scholar 

  • Slavin, R.E.: Cooperative Learning: Theory, Research, and Practice, 2nd edn. Allyn & Bacon, Boston (1995)

    Google Scholar 

  • Sweller, J.: Evolution of human cognitive architecture. In: Ross, B. (ed.) The Psychology of Learning and Motivation, vol. 43, pp. 215–266. Academic Press, San Diego (2003)

    Google Scholar 

  • Sweller, J.: Element interactivity and intrinsic, extraneous, and germane cognitive load. Educ. Psychol. Rev. 22, 123–138 (2010). doi:10.1007/s10648-010-9128-5

    Article  Google Scholar 

  • Sweller, J., Ayres, P., Kalyuga, S.: Cognitive Load Theory. Springer, NewYork (2011)

    Book  Google Scholar 

  • Webb, G.: On pretexts for higher education development activities. High. Educ. 24, 351–361 (1992)

    Article  Google Scholar 

  • Webb, N.M.: Task-related verbal interaction and mathematics learning in small groups. J. Res. Math. Educ. 22(5), 366–389 (1991)

    Article  Google Scholar 

  • Webb, N.M., Farivar, S.: Developing productive group interaction in middle school mathematics. In: O’Donnell, A.M., King, A. (eds.) Cognitive Perspectives on Peer Learning, pp. 117–150. Erlbaum, Hillsdale (1999)

    Google Scholar 

  • Zhang, L., Ayres, P., Chan, K.: Examining different types of collaborative learning in a complex computer-based environment: a cognitive load approach. Comput. Hum. Behav. 27, 94–98 (2011). doi:10.1016/j.chb.2010.03.038

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Liming Zhang .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this paper

Cite this paper

Zhang, L., Kalyuga, S., Lee, C.H., Lei, C., Jiao, J. (2015). Effectiveness of Collaborative Learning with Complex Tasks Under Different Learning Group Formations: A Cognitive Load Perspective. In: Cheung, S., Kwok, Lf., Yang, H., Fong, J., Kwan, R. (eds) Hybrid Learning: Innovation in Educational Practices. ICHL 2015. Lecture Notes in Computer Science(), vol 9167. Springer, Cham. https://doi.org/10.1007/978-3-319-20621-9_12

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-20621-9_12

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-20620-2

  • Online ISBN: 978-3-319-20621-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics