Abstract
There is an implicit assumption in learning research that students learn more deeply in complex social and technological environments. Deep learning, in turn, is associated with higher degrees of students’ self-efficacy and transfer of learning. The present meta-analysis tested this assumption. Based on social cognitive theory, results suggested positive population correlation estimates between post-training self-efficacy and transfer. Results also showed that effect sizes were higher in trainings with rather than without computer support, and higher in trainings without rather than with collaboration. These findings are discussed in terms of their implications for theories of complex social and computer-mediated learning environments and their practical significance for scaffolding technology-enhanced learning and interaction.
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References
Bandura, A.: Self-Efficacy: The Exercise of Control. Freeman, New York (1997)
Gegenfurtner, A.: Motivation and Transfer in Professional Training: A Meta-Analysis of the Moderating Effects of Knowledge Type, Instruction, and Assessment Conditions. Educ. Res. Rev. 6, 153–168 (2011)
Gegenfurtner, A.: Dimensions of Motivation to Transfer: A Longitudinal Analysis of Their Influences on Retention, Transfer, and Attitude Change. Vocat. Learn. 6 (in press)
Sawyer, R.K.: The New Science of Learning. In: Sawyer, R.K. (ed.) Cambridge Handbook of the Learning Sciences, pp. 1–16. Cambridge University Press, Cambridge (2006)
Segers, M., Gegenfurtner, A.: Transfer of Training: New Conceptualizations through Integrated Research Perspectives. Educ. Res. Rev. 8 (in press)
Trost, S.G., Owen, N., Bauman, A.E., Sallis, J.F., Brown, W.: Correlates of Adults’ Participation in Physical Activity: Review and Update. Med. Sci. Sport. Exec. 34, 1996–2001 (2002)
Gegenfurtner, A., Vauras, M.: Age-Related Differences in the Relation between Motivation to Learn and Transfer of Training in Adult Continuing Education. Contemp. Educ. Psychol. 37, 33–46 (2012)
Van Dinther, M., Dochy, F., Segers, M.: Factors Affecting Students’ Self-Efficacy in Higher Education. Educ. Res. Rev. 6, 95–108 (2011)
Gegenfurtner, A., Veermans, K., Vauras, M.: Effects of Computer Support, Collaboration, and Time Lag on Performance Self-Efficacy and Transfer of Training: A Longitudinal Meta-Analysis. Educ. Res. Rev. 8 (in press)
Zimmerman, B.J.: Attaining Self-Regulation: A Social Cognitive Perspective. In: Boekaerts, M., Pintrich, P.R., Zeidner, M. (eds.) Handbook of Self-Regulation, pp. 13–35. Academic Press, San Diego (2000)
Junttila, N., Vauras, M., Laakkonen, E.: The Role of Parenting Self-Efficacy in Children’s Social and Academic Behavior. Eur. J. Psychol. Educ. 22, 41–61 (2007)
Yi, M.Y., Davis, F.D.: Developing and Validating an Observational Learning Model of Computer Software Training and Skill Acquisition. Inf. Sci. Res. 14, 126–169 (2003)
Brown, T.C., Warren, A.M.: Distal Goal and Proximal Goal Transfer of Training Interventions in an Executive Education Program. Hum. Res. Dev. Q. 20, 265–284 (2009)
Hunter, J.E., Schmidt, F.L.: Methods of Meta-Analysis: Correcting Error and Bias in Research Findings. Sage, Thousand Oaks (2004)
Kanfer, R.: Self-Regulation Research in Work and I/O Psychology. Appl. Psychol. Int. Rev. 54, 186–191 (2005)
Lehtinen, E., Hakkarainen, K., Lipponen, L., Rahikainen, M., Muukkonen, H.: Computer Supported Collaborative Learning. In: Van der Meijden, H., Simons, R.J., De Jong, F. (eds.) Computer Supported Collaborative Learning Networks in Primary and Secondary Education. Project 2017. Final Report. University of Nijmegen (1999)
Dillenbourg, P.: What Do You Mean by Collaborative Learning? In: Dillenbourg, P. (ed.) Collaborative Learning: Cognitive and Computational Approaches, pp. 1–19. Elsevier, Oxford (1999)
Volet, S., Vauras, M., Salonen, P.: Psychological and Social Nature of Self- and Co-Regulation in Learning Contexts: An Integrative Perspective. Educ. Psychol.-US 44, 1–12
Siewiorek, A., Gegenfurtner, A., Lainema, T., Saarinen, E., Lehtinen, E.: The Effects of Computer Simulation Game Training on Participants’ Opinions on Leadership Styles
Vauras, M., Salonen, P., Kinnunen, R.: Influences of Group Processes and Interpersonal Regulation on Motivation, Affect and Achievement. In: Maehr, M., Karabenick, S., Urdan, T. (eds.) Social Psychological Perspectives, Emerald, New York. Advances in Motivation and Achievement, vol. 15, pp. 275–314 (2008)
Day, E.A., Boatman, P.R., Kowollik, V., Espejo, J., McEntire, L.E., Sherwin, R.E.: Collaborative Training with a More Experienced Partner: Remediating Low Pretraining Self-Efficacy in Complex Skill Acquisition. Hum. Factors 49, 1132–1148 (2007)
Gibson, C.B.: Me and Us: Differential Relationships Among Goal-Setting Training, Efficacy and Effectiveness at the Individual and Team Level. J. Org. Behav. 22, 789–808 (2001)
Karl, K.A., O’Leary-Kelly, A.M., Martocchio, J.J.: The Impact of Feedback and Self-Efficacy on Performance in Training. J. Org. Behav. 14, 379–394 (1993)
Gegenfurtner, A., Festner, D., Gallenberger, W., Lehtinen, E., Gruber, H.: Predicting Autonomous and Controlled Motivation to Transfer Training. Int. J. Train. Dev. 13, 124–138 (2009)
Gegenfurtner, A., Veermans, K., Festner, D., Gruber, H.: Motivation to Transfer Training: An Integrative Literature Review. Hum. Res. Dev. Rev. 8, 403–423 (2009)
Puntambekar, S., Erkens, G., Hmelo-Silver, C.: Analyzing Interactions in CSCL: Methods, Approaches, and Issues. Springer, Berlin (2011)
Järvelä, S.: The Cognitive Apprenticeship Model in a Technologically Rich Learning Environment: Interpreting the Learning Interaction. Learn. Instr. 5, 237–259 (1995)
Gegenfurtner, A., Lehtinen, E., Säljö, R.: Expertise Differences in the Comprehension of Visualizations: A Meta-Analysis of Eye-Tracking Research in Professional Domains. Educ. Psychol. Rev. 23, 523–552 (2011)
Helle, L., Nivala, M., Kronqvist, P., Gegenfurtner, A., Björk, P., Säljö, R.: Traditional Microscopy Instruction versus Process-Oriented Virtual Microscopy Instruction: A Naturalistic Experiment with Control Group. Diagn. Pathol. 6, S8 (2011)
Gegenfurtner, A., Jarodzka, H., Seppänen, M.: Promoting the Transfer of Expertise with Eye Movement Modeling Examples
Gegenfurtner, A., Seppänen, M.: Transfer of Expertise: An Eye-Tracking and Think-Aloud Experiment Using Dynamic Medical Visualizations
Gegenfurtner, A., Siewiorek, A., Lehtinen, E., Säljö, R.: Assessing the Quality of Expertise Differences in the Comprehension of Medical Visualizations. Vocat. Learn. 6 (in press)
Veermans, M.: Individual Differences in Computer-Supported Inquiry Learning – Motivational Analyses. Painosalama, Turku (2004)
Järvelä, S., Volet, S., Järvenoja, H.: Research on Motivation in Collaborative Learning: Moving beyond the Cognitive-Situative Divide and Combining Individual and Social Processes. Educ. Psychol.-US 45, 15–27 (2010)
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Gegenfurtner, A., Veermans, K., Vauras, M. (2012). How CSCL Moderates the Influence of Self-efficacy on Students’ Transfer of Learning. In: Ravenscroft, A., Lindstaedt, S., Kloos, C.D., Hernández-Leo, D. (eds) 21st Century Learning for 21st Century Skills. EC-TEL 2012. Lecture Notes in Computer Science, vol 7563. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-33263-0_8
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DOI: https://doi.org/10.1007/978-3-642-33263-0_8
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