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Article
The effects of technology use in postsecondary education: A meta-analysis of classroom applications
Computers and Education
  • Richard F. Schmid, Concordia University
  • Robert M. Bernard, Concordia University
  • Eugene Borokhovski, Concordia University
  • Rana M. Tamim, Zayed University
  • Philip C. Abrami, Concordia University
  • Michael A. Surkes, Concordia University
  • C. Anne Wade, Concordia University
  • Jonathan Woods, Concordia University
Document Type
Article
Publication Date
3-1-2014
Abstract

This meta-analysis is a study of the experimental literature of technology use in postsecondary education from 1990 up to 2010 exclusive of studies of online or distance education previously reviewed by Bernard et al. (2004). It reports the overall weighted average effects of technology use on achievement and attitude outcomes and explores moderator variables in an attempt to explain how technology treatments lead to positive or negative effects. Out of an initial pool of 11,957 study abstracts, 1105 were chosen for analysis, yielding 879 achievement and 181 attitude effect sizes after pre-experimental designs and studies with obvious methodological confounds were removed. The random effects weighted average effect size for achievement was g+ = 0.27, k = 879, p <.05, and for attitude outcomes it was g+ = 0.20, k = 181, p <.05. The collection of achievement outcomes was divided into two sub-collections, according to the amount of technology integration in the control condition. These were no technology in the control condition (k = 479) and some technology in the control condition (k = 400). Random effects multiple meta-regression analysis was run on each sub-collection revealing three significant predictors (subject matter, degree of difference in technology use between the treatment and the control and pedagogical uses of technology). The set of predictors for each sub-collection was both significant and homogeneous. Differences were found among the levels of all three moderators, but particularly in favor of cognitive support applications. There were no significant predictors for attitude outcomes. © 2013 Published by Elsevier Ltd. All rights reserved.

Publisher
Elsevier BV
Disciplines
Keywords
  • Cognitive support tools,
  • Meta-analysis,
  • Postsecondary education,
  • Technology integration
Scopus ID
84890488319
Indexed in Scopus
Yes
Open Access
No
https://doi.org/10.1016/j.compedu.2013.11.002
Citation Information
Richard F. Schmid, Robert M. Bernard, Eugene Borokhovski, Rana M. Tamim, et al.. "The effects of technology use in postsecondary education: A meta-analysis of classroom applications" Computers and Education Vol. 72 (2014) p. 271 - 291 ISSN: <a href="https://v2.sherpa.ac.uk/id/publication/issn/0360-1315" target="_blank">0360-1315</a>
Available at: http://works.bepress.com/rana-tamim/33/