Integrating Cognitive Science and Technology Improves Learning in a STEM Classroom
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The most effective educational interventions often face significant barriers to widespread implementation because they are highly specific, resource intense, and/or comprehensive. We argue for an alternative approach to improving education: leveraging technology and cognitive science to develop interventions that generalize, scale, and can be easily implemented within any curriculum. In a classroom experiment, we investigated whether three simple, but powerful principles from cognitive science could be combined to improve learning. Although implementation of these principles only required a few small changes to standard practice in a college engineering course, it significantly increased student performance on exams. Our findings highlight the potential for developing inexpensive, yet effective educational interventions that can be implemented worldwide.
KeywordsEducation Technology Retrieval practice Spacing Feedback Transfer of learning
The authors would like to thank Daniel Williamson, Matthew Moravec, Eva Dyer, Kevin Burleigh, and Kim Davenport for their contributions to this research. This research was supported by NSF grant no. IIS-1123617 to EJM and NSF grant no. IIS-1124535 and Google Faculty Research Award to RGB.
All authors contributed to the idea for the research. ACB and EJM designed the experiment. JPS directed the creation and implementation of the software infrastructure for OpenStax Tutor. RGB assisted in the design of OpenStax Tutor and taught the course. ACB analyzed the data and drafted the manuscript. All authors edited the manuscript. Correspondence and requests for materials and data should be addressed to ACB (email@example.com).
- Anderson, J. R., Boyle, C. F., & Reiser, B. J. (1985). Intelligent tutoring systems. Science, 228, 456–462.Google Scholar
- Anderson, M. C., & McCulloch, K. C. (1999). Integration as a general boundary condition on retrieval-induced forgetting. Journal of Experimental Psychology: Learning, Memory, and Cognition, 25, 608–629.Google Scholar
- Anderson, M. C., Bjork, R. A., & Bjork, E. L. (1994). Remembering can cause forgetting: retrieval dynamics in long-term memory. Journal of Experimental Psychology: Learning, Memory, and Cognition, 20, 1063–1087.Google Scholar
- Bransford, J. D., Brown, A. L., & Cocking, R. R. (1999). How people learn: brain, mind, experience and school. Washington, D.C.: National Academy.Google Scholar
- Butler, K. M., Williams, C. C., Zacks, R. T., & Maki, R. H. (2001). A limit on retrieval-induced forgetting. Journal of Experimental Psychology: Learning, Memory, and Cognition, 27, 1314–1319.Google Scholar
- Hattie, J. (2009). Visible learning: a synthesis of over 800 meta-analyses relating to achievement. London: Routledge.Google Scholar
- Michaelsen, L. K., Knight, A. B., & Fink, L. D. (Eds.). (2002). Team-based learning: a transformative use of small groups. Westport: Praeger.Google Scholar
- Mullis, I. V. S., Martin, M. O., Foy, P., & Arora, A. (2012). TIMSS 2011 international results in science and mathematics. Chestnut Hill: TIMSS & PIRLS International Study Center, Boston College.Google Scholar
- Murray, T. (1999). Authoring intelligent tutoring systems: an analysis of the state of the art. International Journal of Artificial Intelligence in Education, 10, 98–129.Google Scholar
- OECD. (2010). PISA 2009 results: what students know and can do—student performance in reading, mathematics and science (volume I). Paris: OECD.Google Scholar
- OECD. (2012). Education at a glance 2012: OECD indicators. Paris: OECD.Google Scholar
- Pashler, H., Bain, P., Bottge, B., Graesser, A., Koedinger, K., McDaniel, M., et al. (2007). Organizing instruction and study to improve student learning: a practice guide (NCER 2007–2004). Washington, D.C.: National Center for Education Research, Institute of Education Sciences, U.S. Department of Education.Google Scholar
- U.S. Department of Education. (2010). Transforming American education: learning powered by technology. Washington DC: Office of Educational Technology, National Education Technology Plan 2010.Google Scholar
- U.S. National Science Board. (2012). Science and engineering indicators 2012. Arlington: National Science Foundation (NSB 12–01).Google Scholar
- UNESCO Institute for Statistics (UIS). (2011). Global education digest 2011. Montreal: UIS.Google Scholar