Skip to main content
Erschienen in: Journal of Computing in Higher Education 2/2021

30.03.2021

Scaffolding problem solving with learners’ own self explanations of subgoals

verfasst von: Lauren E. Margulieux, Richard Catrambone

Erschienen in: Journal of Computing in Higher Education | Ausgabe 2/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Procedural problem solving is an important skill in most technical domains, like programming, but many students reach problem solving impasses and flounder. In most formal learning environments, instructors help students to overcome problem solving impasses by scaffolding initial problem solving. Relying on this type of personalized interaction, however, limits the scale of formal instruction in technical domains, or it limits the efficacy of learning environments without it, like many scalable online learning environments. The present experimental study explored whether learners’ self-explanations of worked examples could be used to provide personalized but non-adaptive scaffolding during initial problem solving to improve later performance. Participants who received their own self-explanations as scaffolding for practice problems performed better on a later problem-solving test than participants who did not receive scaffolding or who received expert’s explanations as scaffolding. These instructional materials were not adaptive, making them easy to distribute at scale, but the use of the learner’s own explanations as scaffolding made them effective.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Aleven, V. A. W. M. M., & Koedinger, K. R. (2002). An effective metacognitive strategy: Learning by doing and explaining with a computer-based Cognitive Tutor. Cognitive Science, 26, 147–179.CrossRef Aleven, V. A. W. M. M., & Koedinger, K. R. (2002). An effective metacognitive strategy: Learning by doing and explaining with a computer-based Cognitive Tutor. Cognitive Science, 26, 147–179.CrossRef
Zurück zum Zitat Atkins, S. M., Sprenger, A. M., Colflesh, G. J. H., Briner, T. L., Buchanan, J. B., Chavis, S. E., Chen, S. Y., Iannuzzi, G. L., Kashtelyan, V., Dowling, E., Harbison, J. I., & Dougherty, M. R. (2014). Measuring working memory is all fun and games: A four-dimensional spatial game predicts cognitive task performance. Experimental Psychologist, 61(6), 417–438.CrossRef Atkins, S. M., Sprenger, A. M., Colflesh, G. J. H., Briner, T. L., Buchanan, J. B., Chavis, S. E., Chen, S. Y., Iannuzzi, G. L., Kashtelyan, V., Dowling, E., Harbison, J. I., & Dougherty, M. R. (2014). Measuring working memory is all fun and games: A four-dimensional spatial game predicts cognitive task performance. Experimental Psychologist, 61(6), 417–438.CrossRef
Zurück zum Zitat Atkinson, R. K., Catrambone, R., & Merrill, M. M. (2003). Aiding transfer in statistics: Examining the use of conceptually oriented equations and elaborations during subgoal learning. Journal of Educational Psychology, 95(4), 762–773.CrossRef Atkinson, R. K., Catrambone, R., & Merrill, M. M. (2003). Aiding transfer in statistics: Examining the use of conceptually oriented equations and elaborations during subgoal learning. Journal of Educational Psychology, 95(4), 762–773.CrossRef
Zurück zum Zitat Azevedo, R. (2005). Using hypermedia as a metacognitive tool for enhancing student learning? The role of self-regulated learning. Educational Psychologist, 40(4), 199–209.CrossRef Azevedo, R. (2005). Using hypermedia as a metacognitive tool for enhancing student learning? The role of self-regulated learning. Educational Psychologist, 40(4), 199–209.CrossRef
Zurück zum Zitat Azevedo, R., Moos, D. C., Greene, J. A., Winters, F. I., & Cromley, J. G. (2008). Why is externally-facilitated regulated learning more effective than self-regulated learning with hypermedia? Educational Technology Research and Development, 56(1), 45–72.CrossRef Azevedo, R., Moos, D. C., Greene, J. A., Winters, F. I., & Cromley, J. G. (2008). Why is externally-facilitated regulated learning more effective than self-regulated learning with hypermedia? Educational Technology Research and Development, 56(1), 45–72.CrossRef
Zurück zum Zitat Catrambone, R. (2011, June). Task analysis by problem solving (TAPS): Uncovering expert knowledge to develop highquality instructional materials and training. In 2011 Learning and technology symposium (Vol. 47, pp. 132–139). Catrambone, R. (2011, June). Task analysis by problem solving (TAPS): Uncovering expert knowledge to develop highquality instructional materials and training. In 2011 Learning and technology symposium (Vol. 47, pp. 132–139).
Zurück zum Zitat Chi, M. T. H. (2009). Active-constructive-interactive: A conceptual framework for differentiating learning activities. Topics in Cognitive Science, 1(1), 73–105.CrossRef Chi, M. T. H. (2009). Active-constructive-interactive: A conceptual framework for differentiating learning activities. Topics in Cognitive Science, 1(1), 73–105.CrossRef
Zurück zum Zitat Conati, C., & VanLehn, K. (2000). Toward computer-based support of meta-cognitive skills: A computational framework to coach self-explanation. International Journal of Artificial Intelligence in Education, 11, 389–415. Conati, C., & VanLehn, K. (2000). Toward computer-based support of meta-cognitive skills: A computational framework to coach self-explanation. International Journal of Artificial Intelligence in Education, 11, 389–415.
Zurück zum Zitat Czerniewicz, L., Deacon, A., & Walji, S. (2018). Educators, copyright and open education resources in Massive Open Online Courses. In Bajić M, Dohn NB, de Laat M, Jandrić P, Ryberg T (Eds.) Proceedings of the 11th international conference on networked learning (pp. 264–271). Czerniewicz, L., Deacon, A., & Walji, S. (2018). Educators, copyright and open education resources in Massive Open Online Courses. In Bajić M, Dohn NB, de Laat M, Jandrić P, Ryberg T (Eds.) Proceedings of the 11th international conference on networked learning (pp. 264–271).
Zurück zum Zitat Downes, S. (2013). The role of open educational resources in personal learning. International seminar of the UNESCO chair in e-learning. Universitat Oberta de Catalunya. Downes, S. (2013). The role of open educational resources in personal learning. International seminar of the UNESCO chair in e-learning. Universitat Oberta de Catalunya.
Zurück zum Zitat Delen, E., Liew, J., & Willson, V. (2014). Effects of interactivity and instructional scaffolding on learning: Self-regulation in online video-based environments. Computers & Education, 78, 312–320.CrossRef Delen, E., Liew, J., & Willson, V. (2014). Effects of interactivity and instructional scaffolding on learning: Self-regulation in online video-based environments. Computers & Education, 78, 312–320.CrossRef
Zurück zum Zitat Grover, S., & Pea, R. (2013). Computational thinking in K–12 a review of the state of the field. Educational Researcher, 42(1), 38–43.CrossRef Grover, S., & Pea, R. (2013). Computational thinking in K–12 a review of the state of the field. Educational Researcher, 42(1), 38–43.CrossRef
Zurück zum Zitat Hill, J. R., & Hannafin, M. J. (2001). Teaching and learning in digital environments: The resurgence of resource-based learning. Educational Technology Research and Development, 49(3), 37–52.CrossRef Hill, J. R., & Hannafin, M. J. (2001). Teaching and learning in digital environments: The resurgence of resource-based learning. Educational Technology Research and Development, 49(3), 37–52.CrossRef
Zurück zum Zitat Hmelo-Silver, C. E., Duncan, R. G., & Chinn, C. A. (2007). Scaffolding and achievement in problem-based and inquiry learning: A response to Kirschner, Sweller, and. Educational Psychologist, 42(2), 99–107.CrossRef Hmelo-Silver, C. E., Duncan, R. G., & Chinn, C. A. (2007). Scaffolding and achievement in problem-based and inquiry learning: A response to Kirschner, Sweller, and. Educational Psychologist, 42(2), 99–107.CrossRef
Zurück zum Zitat Kim, M. C., & Hannafin, M. J. (2011). Scaffolding problem solving in technology-enhanced learning environments (TELEs): Bridging research and theory with practice. Computers & Education, 56(2), 403–417.CrossRef Kim, M. C., & Hannafin, M. J. (2011). Scaffolding problem solving in technology-enhanced learning environments (TELEs): Bridging research and theory with practice. Computers & Education, 56(2), 403–417.CrossRef
Zurück zum Zitat Kizilcec, R. F., Pérez-Sanagustín, M., & Maldonado, J. J. (2017). Self-regulated learning strategies predict learner behavior and goal attainment in Massive Open Online Courses. Computers & Education, 104, 18–33.CrossRef Kizilcec, R. F., Pérez-Sanagustín, M., & Maldonado, J. J. (2017). Self-regulated learning strategies predict learner behavior and goal attainment in Massive Open Online Courses. Computers & Education, 104, 18–33.CrossRef
Zurück zum Zitat Littlejohn, A., Falconer, I., & Mcgill, L. (2008). Characterising effective eLearning resources. Computers & Education, 50(3), 757–771.CrossRef Littlejohn, A., Falconer, I., & Mcgill, L. (2008). Characterising effective eLearning resources. Computers & Education, 50(3), 757–771.CrossRef
Zurück zum Zitat Maloney, J. H., Peppler, K., Kafai, Y., Resnick, M., & Rusk, N. (2008). Programming by choice: Urban youth learning programming with scratch (Vol. 40, No. 1, pp. 367–371). ACM. Maloney, J. H., Peppler, K., Kafai, Y., Resnick, M., & Rusk, N. (2008). Programming by choice: Urban youth learning programming with scratch (Vol. 40, No. 1, pp. 367–371). ACM.
Zurück zum Zitat Morrison, B. B., Decker, A., & Margulieux, L. E. (2016). Learning loops: A replication study illuminates impact of HS courses. In Proceedings of the 12th annual international conference on international computing education research (pp. 221–230). Association for Computing Machinery. https://doi.org/10.1145/2960310.2960330 Morrison, B. B., Decker, A., & Margulieux, L. E. (2016). Learning loops: A replication study illuminates impact of HS courses. In Proceedings of the 12th annual international conference on international computing education research (pp. 221–230). Association for Computing Machinery. https://​doi.​org/​10.​1145/​2960310.​2960330
Zurück zum Zitat Morrison, B. B., Dorn, B., & Guzdial, M. (2014). Measuring cognitive load in introductory CS: Adaptation of an instrument. In Proceedings of the 10th annual conference on international computing education research (pp. 131–138). Morrison, B. B., Dorn, B., & Guzdial, M. (2014). Measuring cognitive load in introductory CS: Adaptation of an instrument. In Proceedings of the 10th annual conference on international computing education research (pp. 131–138).
Zurück zum Zitat Morrison, B. B., Margulieux, L. E., & Guzdial, M. (2015). Subgoals, context, and worked examples in learning computing problem solving. In Proceedings of the 11th annual international conference on international computing education research (pp. 21–29). Association for Computing Machinery. https://doi.org/10.1145/2787622.2787733. Morrison, B. B., Margulieux, L. E., & Guzdial, M. (2015). Subgoals, context, and worked examples in learning computing problem solving. In Proceedings of the 11th annual international conference on international computing education research (pp. 21–29). Association for Computing Machinery. https://​doi.​org/​10.​1145/​2787622.​2787733.
Zurück zum Zitat Ossiannilsson, E., Williams, K., Camilleri, A. F., & Brown, M. (2015). Quality models in online and open education around the globe: State of the art and recommendations. International Council for Open and Distance Education (ICDE). Ossiannilsson, E., Williams, K., Camilleri, A. F., & Brown, M. (2015). Quality models in online and open education around the globe: State of the art and recommendations. International Council for Open and Distance Education (ICDE).
Zurück zum Zitat Pirolli, P., & Recker, M. (1994). Learning strategies and transfer in the domain of programming. Cognition and Instruction, 12(3), 235–275.CrossRef Pirolli, P., & Recker, M. (1994). Learning strategies and transfer in the domain of programming. Cognition and Instruction, 12(3), 235–275.CrossRef
Zurück zum Zitat Rohs, M., & Ganz, M. (2015). MOOCs and the claim of education for all: A disillusion by empirical data. The International Review of Research in Open and Distributed Learning, 16(6), 1–19.CrossRef Rohs, M., & Ganz, M. (2015). MOOCs and the claim of education for all: A disillusion by empirical data. The International Review of Research in Open and Distributed Learning, 16(6), 1–19.CrossRef
Zurück zum Zitat Rountree, N., Rountree, J., Robins, A., & Hannah, R. (2004). Interacting factors that predict success and failure in a CSI course. SIGCSE Bulletin, 33(4), 101–104.CrossRef Rountree, N., Rountree, J., Robins, A., & Hannah, R. (2004). Interacting factors that predict success and failure in a CSI course. SIGCSE Bulletin, 33(4), 101–104.CrossRef
Zurück zum Zitat Saye, J. W., & Brush, T. (2002). Scaffolding critical reasoning about history and social issues in multimedia-supported learning environments. Educational Technology Research and Development, 50(3), 77–96.CrossRef Saye, J. W., & Brush, T. (2002). Scaffolding critical reasoning about history and social issues in multimedia-supported learning environments. Educational Technology Research and Development, 50(3), 77–96.CrossRef
Zurück zum Zitat Schmidt, H. G., Loyens, S. M., Van Gog, T., & Paas, F. (2007). Problem-based learning is compatible with human cognitive architecture: Commentary on Kirschner, Sweller, and Clark. Educational Psychologist, 42(2), 91–97.CrossRef Schmidt, H. G., Loyens, S. M., Van Gog, T., & Paas, F. (2007). Problem-based learning is compatible with human cognitive architecture: Commentary on Kirschner, Sweller, and Clark. Educational Psychologist, 42(2), 91–97.CrossRef
Zurück zum Zitat Smyth, R., Bossu, C., & Stagg, A. (2016). Toward an open empowered learning model of pedagogy in higher education. In Open learning and formal credentialing in higher education: curriculum models and institutional policies (pp. 205–222). AEMAL. IGI Publishing (IGI Global). Smyth, R., Bossu, C., & Stagg, A. (2016). Toward an open empowered learning model of pedagogy in higher education. In Open learning and formal credentialing in higher education: curriculum models and institutional policies (pp. 205–222). AEMAL. IGI Publishing (IGI Global).
Zurück zum Zitat Soloway, E. (1986). Learning to program = learning to construct mechanisms and explanations. Communications of the ACM, 29(9), 850–858.CrossRef Soloway, E. (1986). Learning to program = learning to construct mechanisms and explanations. Communications of the ACM, 29(9), 850–858.CrossRef
Zurück zum Zitat Sweller, J. (2010). Element interactivity and intrinsic, extraneous, and germane cognitive load. Educational Psychology Review, 22(2), 123–138.CrossRef Sweller, J. (2010). Element interactivity and intrinsic, extraneous, and germane cognitive load. Educational Psychology Review, 22(2), 123–138.CrossRef
Zurück zum Zitat Tobias, S., & Duffy, T. M. (Eds.). (2009). Constructivist instruction: Success or failure?. Routledge. Tobias, S., & Duffy, T. M. (Eds.). (2009). Constructivist instruction: Success or failure?. Routledge.
Zurück zum Zitat Tulving, E. (1962). Subjective organization in free recall of “unrelated” words. Psychological Review, 69(4), 344–354.CrossRef Tulving, E. (1962). Subjective organization in free recall of “unrelated” words. Psychological Review, 69(4), 344–354.CrossRef
Zurück zum Zitat VanLehn, K. (2011). The relative effectiveness of human tutoring, intelligent tutoring systems, and other tutoring systems. Educational Psychologist, 46(4), 197–221.CrossRef VanLehn, K. (2011). The relative effectiveness of human tutoring, intelligent tutoring systems, and other tutoring systems. Educational Psychologist, 46(4), 197–221.CrossRef
Zurück zum Zitat Vygotsky, L. (1978). Mind in society. . Harvard University Press. Vygotsky, L. (1978). Mind in society. . Harvard University Press.
Zurück zum Zitat Wood, D., Bruner, J. S., & Ross, G. (1976). The role of tutoring in problem solving. Journal of Child Psychology and Psychiatry, 17(2), 89–100.CrossRef Wood, D., Bruner, J. S., & Ross, G. (1976). The role of tutoring in problem solving. Journal of Child Psychology and Psychiatry, 17(2), 89–100.CrossRef
Zurück zum Zitat Wylie, R., & Chi, M. T. H. (2014). The self-explanation principle in multimedia learning. In R. Mayer (Ed.) The Cambridge handbook of multimedia learning (2nd ed., pp.413–432). Cambridge University Press. Wylie, R., & Chi, M. T. H. (2014). The self-explanation principle in multimedia learning. In R. Mayer (Ed.) The Cambridge handbook of multimedia learning (2nd ed., pp.413–432). Cambridge University Press.
Zurück zum Zitat Yelland, N., & Masters, J. (2007). Rethinking scaffolding in the information age. Computers & Education, 48(3), 362–382.CrossRef Yelland, N., & Masters, J. (2007). Rethinking scaffolding in the information age. Computers & Education, 48(3), 362–382.CrossRef
Metadaten
Titel
Scaffolding problem solving with learners’ own self explanations of subgoals
verfasst von
Lauren E. Margulieux
Richard Catrambone
Publikationsdatum
30.03.2021
Verlag
Springer US
Erschienen in
Journal of Computing in Higher Education / Ausgabe 2/2021
Print ISSN: 1042-1726
Elektronische ISSN: 1867-1233
DOI
https://doi.org/10.1007/s12528-021-09275-1

Weitere Artikel der Ausgabe 2/2021

Journal of Computing in Higher Education 2/2021 Zur Ausgabe