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Supporting Metacognitive Learning Strategies Through an Adaptive Application

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Adaptive Instructional Systems (HCII 2020)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 12214))

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Abstract

With constant technological advances, there are new and evolving methods for assisting learners master content. This paper conceptualizes how an adaptive application could deliver metacognitive prompts within an online learning environment to help learners achieve their goals, shift mindsets about learning, and develop motivation to learn. The nature of the adaptive application will be described and literature on the methods for delivery and metacognitive topics reviewed. Combining adaptive technology with metacognitive learning strategies could provide a level of learning support not yet realized in current online learning environments. This paper proposes that this style of prompt-based adaptive application delivering carefully crafted metacognitive prompts on goals, mindsets, and motivation could help foster better learning habits and outcomes.

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References

  • Aronson, J., Fried, C., Good, C.: Reducing the effects of stereotype threat on African American college students by shaping theories of intelligence. J. Exp. Soc. Psychol. 38, 113–125 (2002)

    Article  Google Scholar 

  • Bandura, A.: Social Foundations of Thought and Action: A Social Cognitive Theory. Prentice-Hall, Englewood Cliffs (1986)

    Google Scholar 

  • Blackwell, L., Trzesniewski, K., Dweck, C.: Implicit theories of intelligence predict achievement across an adolescent transition: a longitudinal study and an intervention. Child Dev. 78, 246–263 (2007)

    Article  Google Scholar 

  • Colthorpe, K., Ogiji, J., Ainscough, L., Zimbardi, K., Anderson, S.: Effect of metacognitive prompts on undergraduate pharmacy students’ self-regulated learning behavior. Am. J. Pharm. Educ. 83(4), 526–536 (2019)

    Article  Google Scholar 

  • Dweck, C.: Mindset: The New Psychology of Success. Random House, New York (2006)

    Google Scholar 

  • Dweck, C.: Can personality be changed? The role of beliefs in personality and change. Curr. Dir. Psychol. Sci. 17, 391–394 (2008)

    Article  Google Scholar 

  • Dziuban, C., Moskal, P., Parker, L., Campbell, M., Howlin, C., Johnson, C.: Adaptive learning: a stabilizing influence across disciplines and universities. Online Learn. 22(3), 7–39 (2018)

    Article  Google Scholar 

  • Ford, M.: Motivating Humans: Goals, Emotions, and Personal Agency Beliefs. Sage, Newbury Park (1992)

    Book  Google Scholar 

  • Harackiewicz, J., Elliot, A.: The joint effects of target and purpose goals on intrinsic motivation: a mediational analysis. Pers. Soc. Psychol. 24, 675–689 (1998)

    Article  Google Scholar 

  • Leutner, D.: Adaptivita¨t und Adaptierbarkeit multimedialer Lehr- und Informationssysteme [Adaptation and Adaptability in multimedia teaching systems and multimedia information systems]. In: Issing, L. (ed.) Information und Lernen mit Multimedia, pp. 139–149. Psychologie Verlags Union, Weinheim, Germany (1995)

    Google Scholar 

  • Liu, M., McKelroy, E., Corliss, S., Carrigan, J.: Investigating the effect of an adaptive learning intervention on students’ learning. Educ. Technol. Res. Dev. 65(6), 1605–1625 (2017). https://doi-org.authenticate.library.duq.edu/10.1007/s11423-017-9542-1

  • Nussbaum, A.D., Dweck, C.: Defensiveness versus remediation: Self-theories and modes of self-esteem maintenance. Pers. Soc. Psychol. Bull. 34, 599–612 (2008)

    Article  Google Scholar 

  • Niiya, Y., Crocker, J., Bartmess, E.: From vulnerability to resilience: learning orientations buffer contingent self-esteem from failure. Psychol. Sci. 15, 801–805 (2004)

    Article  Google Scholar 

  • Robins, R., Pals, J.: Implicit self-theories in the academic domain: Implications for goal orientation, attributions, affect, and self-esteem change. Self Identity 1, 313–336 (2002)

    Article  Google Scholar 

  • Schwonke, R., Hauser, S., Nückles, M., Renkl, A.: Enhancing computer-supported writing of learning protocols by adaptive prompts. Comput. Hum. Behav. 22, 77–92 (2006)

    Article  Google Scholar 

  • Siddique, A., Durrani, Q.S., Naqvi, H.A.: Developing adaptive e-learning environment using cognitive and noncognitive parameters. J. Educ. Comput. Res. 57(4), 811–845 (2019)

    Article  Google Scholar 

  • Sonnenberg, C., Bannert, M.: Discovering the effects of metacognitive prompts on the sequential Structure of SRL-processes using process mining techniques. J. Learn. Anal. 2(1), 72–100 (2015)

    Google Scholar 

  • Sonnenberg, C., Bannert, M.: Evaluating the impact of instructional support using data mining and process mining: a micro-level analysis of the effectiveness of metacognitive prompts. JEDM| J. Educ. Data Mining 8(2), 51–83 (2016)

    Google Scholar 

  • VanLehn, K.: The relative effectiveness of human tutoring, intelligent tutoring systems, and other tutoring systems. Educ. Psychol. 46(4), 197–221 (2011)

    Article  Google Scholar 

  • Wentzel, K.R., Brophy, R.E.: Motivating Students to Learn. Routledge, New York (2014)

    Book  Google Scholar 

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Correspondence to Rachel Van Campenhout .

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Van Campenhout, R. (2020). Supporting Metacognitive Learning Strategies Through an Adaptive Application. In: Sottilare, R.A., Schwarz, J. (eds) Adaptive Instructional Systems. HCII 2020. Lecture Notes in Computer Science(), vol 12214. Springer, Cham. https://doi.org/10.1007/978-3-030-50788-6_16

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  • DOI: https://doi.org/10.1007/978-3-030-50788-6_16

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-50787-9

  • Online ISBN: 978-3-030-50788-6

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