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abstract

Modeling-First Approach for Computer Science Instruction

Published: 09 August 2015 Publication History

Abstract

A Modeling-based pedagogical approach for curriculum design can provide useful framework for teaching computing concepts, particularly in courses that target novices. While modeling is a foundational pillar of computing, it is not typically a focus of introductory computing curricula. Our research proposes that modeling can provide a valuable conceptual framework for teaching abstract computing concepts when student learning is guided along a progression of increasingly formalized models. Our research focuses on student-constructed models to encourage collaborative discourse, which can help surface inconsistencies in student conceptual understanding. After exploring computing concepts through model-mediated activities, students can then extend their understanding through construction of creative representations of the target computing concepts. We are re-designing introductory computing curricula for students majoring in animation, game, and interaction design using this methodology. We argue that this pedagogical approach can be broadly applied, but may be particularly beneficial when designing curricula for students majoring in non-computing domains.

References

[1]
Fishwick, P. 2014. Computing As Model-based Empirical Science. In Proceedings of the 2nd ACM SIGSIM/PADS Conference on Principles of Advanced Discrete Simulation (New York, NY, USA, 2014), 205--212.
[2]
Fishwick, P. A. 1995. Simulation Model Design and Execution: Building Digital Worlds. Englewood Cliffs, New Jersey, Prentice Hall, Inc.
[3]
Fix, V., Wiedenbeck, S. and Scholtz, J. 1993. Mental representations of programs by novices and experts. In Proceedings of the INTERCHI'93 Conference on Human Factors in Computing Systems (Amsterdam, The Netherlands, April 24-29, 1993). IOS Press, Amsterdam, The Netherlands, 74--79.
[4]
Grover, S. and Pea, R. 2013. Using a discourse-intensive pedagogy and android's app inventor for introducing computational concepts to middle school students. In Proceeding of the 44th ACM technical symposium on Computer science education (2013), 723--728.
[5]
Hundhausen, C. D., Narayanan, N. H. and Crosby, M. E. 2008. Exploring studio-based instructional models for computing education. ACM SIGCSE Bulletin. 40, 1 (2008), 392--396.
[6]
Hestenes, D. 2006. Notes for a modeling theory. In Proceedings of the 2006 GIREP conference: Modeling in physics and physics education (2006), 2.

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cover image ACM Conferences
ICER '15: Proceedings of the eleventh annual International Conference on International Computing Education Research
July 2015
300 pages
ISBN:9781450336307
DOI:10.1145/2787622
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 09 August 2015

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Author Tags

  1. curriculum design
  2. model
  3. model-based
  4. pedagogy

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ICER '15
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ICER '15 Paper Acceptance Rate 25 of 96 submissions, 26%;
Overall Acceptance Rate 189 of 803 submissions, 24%

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