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Can we teach algorithm development skills?

Published: 29 March 2012 Publication History

Abstract

Often when designing an educational tool, the focus is primarily on how well the tool helps the student learn a concept. However, always in educational research there is an underlying desire to determine what factors actually influence student learning. This is because an understanding of these factors can lead to the design of more effective tools/techniques. The focus of our research has been on developing a tool to help students learn algorithm design. The ability to design an algorithm for a given problem is one of the most important, and unfortunately one of the most difficult to accomplish, learning outcomes of computer science courses. It has previously been shown [13] that students who use AlgoTutor, a Web-based algorithm development tutor, are significantly more likely to think that algorithm design prior to coding is important and to have confidence in their own ability to design an algorithm. From follow up studies, we have found that students who have used AlgoTutor in introductory computer science classes are not only more confident in their ability to design an algorithm, but also more likely to design a correct algorithm than those who have not used AlgoTutor. Additionally, we show that the course management utility for the AlgoTutor system can be used to investigate questions about factors that influence student learning. As an example we investigate the question, "how much is too much help and how much is not enough help if a student is having difficulty solving a problem?"

References

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Cooper, S., Dann, W., & Pausch, R. (2000) Alice: A 3-D tool for introductory programming concepts. In Proceedings of the 5th Annual CCSC Northeastern Conference 2000, Ramapo, NJ.
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Evans, M. D. (1996). A new emphasis and pedagogy for a CS1 course, ACM SIGCSE Bulletin, 12--16
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Fesakis, G. and Serafeim, K. (2009). Influence of the familiarization with "scratch" on future teachers' opinions and attitudes about programming and ICT in education Volume 41, Issue 3 (September 2009), ITiCSE '09, Pages 258--262.
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Gries D. (1974). What should we teach in an introductory programming course?, Proceedings of the fourth SIGCSE technical symposium on Computer science education, 81--89.
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Hundhausen, C. D. and Brown, J. L. (2007). What You See Is What You Code: A 'Live' Algorithm Development and Visualization Environment for Novice Learners. Journal of Visual Languages and Computing 18(1), 22--47.
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Pettey, C., Yoo, J., Yoo, S., Seo, S., Dong, Z., (2009). A Tool for Promoting Algorithm Development in Introductory CS Classes, Proceedings of ED-MEDIA 2009, pp 87--95, Honolulu, Hawaii.
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Resnick, M., Maloney, J., Monroy-Hernández, A., Rusk, N., Eastmond, E., Brennan, K., Millner, A., Rosenbaum, E., Silver, J., Silverman, B, and Kafai, Y. (2009). "Scratch: programming for all". Communications of the ACM, Volume 52 Issue 11.
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Shackelford, R. L. (1997). "Introducing computer science fundamentals before programming". In FIE '97: Proceedings of the Frontiers in Education Conference, 1997. on 27th Annual Conference. Teaching and Learning in an Era of Change., Washington, DC, USA, pp. 285--289 vol.1. IEEE Computer Society.
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Yoo, J., Dong, Z., Yoo, S., Seo, S., and Pettey, C. (2009). "Improving Student Performance by Enforcing Algorithm Development" Proceedings of ED-MEDIA 2009, pp 119--127, Honolulu, Hawaii.
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Yoo, J., Pettey, C., Seo, S., and Yoo, S. (2010), Teaching Programming Concepts Using Algorithm Tutor. Proceedings of ED-MEDIA 2010, Toronto, Canada.
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Yoo, J., Yoo, S., Seo, S., and Pettey, C. (2011), "Can AlgoTutor Change Attitudes toward Algorithms?" Proceedings of SIGCSE'11, March 9--12, 2011, Dallas, Texas, USA, pp 311--316.

Cited By

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  • (2019)Learning problem solving skills: Comparison of E-learning and M-learning in an introductory programming courseEducation and Information Technologies10.1007/s10639-019-09896-124:5(2779-2796)Online publication date: 1-Sep-2019
  • (2019)PROBSOL: A Web-Based Application to Develop Problem-Solving Skills in Introductory ProgrammingSmart Technologies and Innovation for a Sustainable Future10.1007/978-3-030-01659-3_34(295-302)Online publication date: 9-Jan-2019
  • (2016)Code-reading support environment visualizing three fields and educational practice to understand nested loopsResearch and Practice in Technology Enhanced Learning10.1186/s41039-016-0027-311:1Online publication date: 13-Jan-2016
  • Show More Cited By

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      cover image ACM Conferences
      ACMSE '12: Proceedings of the 50th annual ACM Southeast Conference
      March 2012
      424 pages
      ISBN:9781450312035
      DOI:10.1145/2184512
      Permission to make digital or hard copies of all or part 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 components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      New York, NY, United States

      Publication History

      Published: 29 March 2012

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      Author Tags

      1. algorithm development
      2. learning environment
      3. web-based tutoring system

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      ACM SE '12
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      ACM SE '12: ACM Southeast Regional Conference
      March 29 - 31, 2012
      Alabama, Tuscaloosa

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      ACMSE '12 Paper Acceptance Rate 28 of 56 submissions, 50%;
      Overall Acceptance Rate 502 of 1,023 submissions, 49%

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      Cited By

      View all
      • (2019)Learning problem solving skills: Comparison of E-learning and M-learning in an introductory programming courseEducation and Information Technologies10.1007/s10639-019-09896-124:5(2779-2796)Online publication date: 1-Sep-2019
      • (2019)PROBSOL: A Web-Based Application to Develop Problem-Solving Skills in Introductory ProgrammingSmart Technologies and Innovation for a Sustainable Future10.1007/978-3-030-01659-3_34(295-302)Online publication date: 9-Jan-2019
      • (2016)Code-reading support environment visualizing three fields and educational practice to understand nested loopsResearch and Practice in Technology Enhanced Learning10.1186/s41039-016-0027-311:1Online publication date: 13-Jan-2016
      • (2015)GATutorProceedings of the 2015 IEEE Seventh International Conference on Technology for Education (T4E)10.1109/T4E.2015.26(61-68)Online publication date: 10-Dec-2015

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