10.1145/3041021.3054157acmotherconferencesArticle/Chapter ViewAbstractPublication PageswwwConference Proceedings
research-article

Design and Evaluation of Adaptive Feedback to Foster ICT Information Processing Skills in Young Adults

ABSTRACT

This paper explores the provision of adaptive hints based on attainment levels in the context of supporting the development of young adults' ICT information processing skills. We describe the design of the LIBE VLE, particularly its personalisation and adaptation features, and a User Study undertaken with young adults at a vocational education centre. Using data collected through the LIBE VLE, we analyse the relationships between learners' accessing of hints, motivation, and performance. Results point to a positive effect of accessing of hints on students' perception of the LIBE VLE and their likelihood of using it again for further learning; and also a positive effect of students' interest in the course subject on their engagement and performance in course activities. These findings have important implications for supporting young adults in developing key competences necessary for integration into the workforce and for fostering self-regulated lifelong learning.

References

  1. S. Bull and J. Kay. Student models that invite the learner in: The SMILI:() open learner modelling framework. International Journal of Artificial Intelligence in Education, 17(2):89--120, 2007. Google ScholarGoogle Scholar
  2. K. Chrysafiadi and M. Virvou. Student modeling approaches: A literature review for the last decade. Expert Systems with Applications, 40(11):4715--4729, 2013. Google ScholarGoogle Scholar
  3. S. Gutierrez-Santos, M. Mavrikis, and G. Magoulas. Layered development and evaluation for intelligent support in exploratory environments: the case of microworlds. In ITS2010, pages 105--114, 2010. Google ScholarGoogle Scholar
  4. J. Hattie and H. Timperley. The power of feedback. Review of educational research, 77(1):81--112, 2007. Google ScholarGoogle Scholar
  5. I. Ibabe and J. Jauregizar. Online self-assessment with feedback and metacognitive knowledge. Higher Education, 59(2):243--258, 2010. Google ScholarGoogle Scholar
  6. ICILS. IEA International Computer and Information Literacy Study. 2013. https://nces.ed.gov/surveys/icils/about.asp.Google ScholarGoogle Scholar
  7. K. R. Koedinger et al. New potentials for data-driven intelligent tutoring system development and optimization. AI Magazine, 34(3):27--41, 2013. Google ScholarGoogle Scholar
  8. LIBE. Deliverable 4.1: Inventory of Open-Source Technological Solutions for E-Learning. http://libeproject.it/?page_id=47, 2014.Google ScholarGoogle Scholar
  9. LIBE. Deliverable 4.2: Inventory of Computerized Adaptive Testing Tools for E-Learning. http://libeproject.it/?page_id=47, 2014.Google ScholarGoogle Scholar
  10. LIBE. Deliverable 4.4: Report on effective feedback and formative assessment in e-learning. http://libeproject.it/?page_id=47, 2014.Google ScholarGoogle Scholar
  11. LIBE. Deliverable 6.3: Evaluation of LIBE e-learning delivery and student learning. http://libeproject.it/?page_id=47, 2015.Google ScholarGoogle Scholar
  12. J. M. Linacre et al. Computer-adaptive testing: A methodology whose time has come. Chae, S., Kang, U., Jeon, E., Linacre, J.M. (eds.): Development of Computerised Middle School Achievement Tests, MESA Research Memorandum, (69), 2000.Google ScholarGoogle Scholar
  13. S. Narciss. The impact of informative tutoring feedback and self-efficacy on motivation and achievement in concept learning. Experimental Psychology, 51(3):214--228, 2004. Google ScholarGoogle Scholar
  14. OECD. Low-performing students, why they fall behind and how to help them succeed. 2016. http://www.oecd.org/edu/low-performing-students-9789264250246-en.htm.Google ScholarGoogle Scholar
  15. OECD. OECD Skills Outlook 2013: First Results from the Survey of Adult Skills.Google ScholarGoogle Scholar
  16. OECD. PISA 2012 Assessment and Analytical Framework: Mathematics, Reading, Science, Problem Solving and Financial Literacy.Google ScholarGoogle Scholar
  17. P. R. Pintrich. A motivational science perspective on the role of student motivation in learning and teaching contexts. Journal of Educational Psychology, 95(4):667--686, 2003. Google ScholarGoogle Scholar
  18. P. R. Pintrich and D. H. Schunk. Motivation in education: theory, research, and applications. Upper Saddle River, NJ: Merrill Prentice-Hall, 2002.Google ScholarGoogle Scholar
  19. P. R. Pintrich, C. Wolters, and G. Baxter. Assessing metacognition and self-regulated learning. In G. Schraw and J. Impara, editors, Issues in the measurement of metacognition. Lincoln, NE: Buros Institute of Mental Measurements, 2000.Google ScholarGoogle Scholar
  20. D. Schunk and F. Pajares. The development of academic self-efficacy. In I. A. Wigfield and J. Eccles, editors, Development of achievement motivation. San Diego, CA: Academic Press, 2002. Google ScholarGoogle Scholar
  21. V. J. Shute. Focus on formative feedback. Review of educational research, 78(1):153--189, 2008. Google ScholarGoogle Scholar
  22. C. Timmers, J. Braber-Van Den Broek, and S. Van Den Berg. Motivational beliefs, student effort, and feedback behaviour in computer-based formative assessment. Computers & education, 60(1):25--31, 2013. Google ScholarGoogle Scholar
  23. C. Timmers and B. Veldkamp. Attention paid to feedback provided by a computer-based assessment for learning on information literacy. Computers & Education, 56(3):923--930, 2011. Google ScholarGoogle Scholar
  24. M. Webb, D. Gibson, and A. Forkosh-Baruch. Challenges for information technology supporting educational assessment. Journal of Computer Assisted Learning, 29(5):451--462, 2013. Google ScholarGoogle Scholar

Index Terms

  1. Design and Evaluation of Adaptive Feedback to Foster ICT Information Processing Skills in Young Adults

      Comments

      Login options

      Check if you have access through your login credentials or your institution to get full access on this article.

      Sign in
      • Article Metrics

        • Downloads (Last 12 months)28
        • Downloads (Last 6 weeks)4

        Other Metrics

      PDF Format

      View or Download as a PDF file.

      PDF

      eReader

      View online with eReader.

      eReader
      About Cookies On This Site

      We use cookies to ensure that we give you the best experience on our website.

      Learn more

      Got it!