Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/3626253.3635523acmconferencesArticle/Chapter ViewAbstractPublication PagessigcseConference Proceedingsconference-collections
poster

Validation of a Bebras-Based Test to Assess Computational Thinking Abilities in First-Year College Students

Published: 15 March 2024 Publication History

Abstract

The lack of clarity about the definition of Computational Thinking (CT) undermines its assessment and the formulation of effective learning strategies for its development. We propose an assessment tool in Spanish, designed by carefully selecting Bebras tasks, to measure four specific CT skills in first-year university students with no prior programming experience. The test was validated with a sample of 980 students from a Latin American university. We found a high, positive correlation between test results and Math test results from the National University Selection System, and a medium, positive correlation between test results and grades from the midterm exam in a Programming course. An acceptable level of internal consistency was found (Cronbach's alpha=0.70). We examined the validity of the test using Classical Test Theory. One question showed poor discrimination potential. Its elimination from the test increased the internal consistency, so we propose to replace it.

References

[1]
Mary J. Allen and Wendy M. Yen. 2002. Introduction to Measurement Theory. Waveland Press, Long Grove, IL.
[2]
Ana Liz Souto O. Araujo, Jucelio S. Santos, Wilkerson L. Andrade, Dalton D. Serey Guerrero, and Valentina Dagien?. 2017. Exploring computational thinking assessment in introductory programming courses. In 2017 IEEE Frontiers in Education Conference (FIE). 1--9. https://doi.org/10.1109/FIE.2017.8190652
[3]
Francisco Bavera, Teresa Quintero, Marcela Daniele, and Flavia Buffarini. 2020. Computational Thinking Skills in Primary Teachers: Evaluation Using Bebras. In Computer Science -- CACIC 2019, Patricia Pesado and Marcelo Arroyo (Eds.). Springer International Publishing, Cham, 405--415.
[4]
Giuseppe Chiazzese, Marco Arrigo, Antonella Chifari, Violetta Lonati, and Crispino Tosto. 2019. Educational Robotics in Primary School: Measuring the Development of Computational Thinking Skills with the Bebras Tasks. Informatics, Vol. 6, 4 (2019). https://doi.org/10.3390/informatics6040043
[5]
Valentina Dagiene and Gabriele Stupuriené. 2016. Bebras - a Sustainable Community Building Model for the Concept Based Learning of Informatics and Computational Thinking. Informatics in Education, Vol. 15, 1 (2016), 25--44.
[6]
Javier del Olmo-Muñoz, Ramón Cózar-Gutiérrez, and José Antonio González-Calero. 2020. Computational thinking through unplugged activities in early years of Primary Education. Computers & Education, Vol. 150 (2020), 103832.
[7]
Havva Delal and Diler Oner. 2020. Developing Middle School Students' Computational Thinking Skills Using Unplugged Computing Activities. Informatics in Education, Vol. 19, 1 (2020), 1--13. https://doi.org/10.15388/infedu.2020.01
[8]
2022. Snapshot of Computational Thinking in Turkey: A Critique of 2019 Bebras Challenge. Informatics in Education, Vol. 21, 3 (2022), 501--522. https://doi.org/10.15388/infedu.2022.19
[9]
James Lockwood and Aidan Mooney. 2018. Developing a Computational Thinking Test Using Bebras Problems. In CEUR Workshop.
[10]
Aidan Mooney and James Lockwood. 2020. The Analysis of a Novel Computational Thinking Test in a First Year Undergraduate Computer Science Course. The All Ireland Journal of Teaching and Learning in Higher Education, Vol. 12, 1 (2020), 1--27.
[11]
Ana Liz Souto Oliveira, Wilkerson L. Andrade, Dalton D. Serey Guerrero, and Monilly Ramos Araujo Melo. 2021. How do Bebras Tasks Explore Algorithmic Thinking Skill in a Computational Thinking Contest?. In 2021 IEEE Frontiers in Education Conference (FIE). 1--7. https://doi.org/10.1109/FIE49875.2021.9637151
[12]
Marcos Román-González, Jesús Moreno-León, and Gregorio Robles. 2019. Combining Assessment Tools for a Comprehensive Evaluation of Computational Thinking Interventions. Springer Singapore, Singapore, 79--98. https://doi.org/10.1007/978--981--13--6528--7_6
[13]
Xiaodan Tang, Yue Yin, Qiao Lin, Roxana Hadad, and Xiaoming Zhai. 2020. Assessing computational thinking: A systematic review of empirical studies. Computers & Education, Vol. 148 (2020), 103798.
[14]
E M Zamzami, J T Tarigan, N Zendrato, A Muis, A P Yoga, and M Faisal. 2020. Exercising the Students Computational Thinking Ability using Bebras Challenge. Journal of Physics: Conference Series, Vol. 1566, 1 (jun 2020), 012113.

Index Terms

  1. Validation of a Bebras-Based Test to Assess Computational Thinking Abilities in First-Year College Students

      Recommendations

      Comments

      Information & Contributors

      Information

      Published In

      cover image ACM Conferences
      SIGCSE 2024: Proceedings of the 55th ACM Technical Symposium on Computer Science Education V. 2
      March 2024
      2007 pages
      ISBN:9798400704246
      DOI:10.1145/3626253
      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.

      Sponsors

      Publisher

      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 15 March 2024

      Check for updates

      Author Tags

      1. assessment
      2. bebras
      3. computational thinking
      4. validation

      Qualifiers

      • Poster

      Conference

      SIGCSE 2024
      Sponsor:

      Acceptance Rates

      Overall Acceptance Rate 1,595 of 4,542 submissions, 35%

      Upcoming Conference

      SIGCSE Virtual 2024
      1st ACM Virtual Global Computing Education Conference
      December 5 - 8, 2024
      Virtual Event , NC , USA

      Contributors

      Other Metrics

      Bibliometrics & Citations

      Bibliometrics

      Article Metrics

      • 0
        Total Citations
      • 100
        Total Downloads
      • Downloads (Last 12 months)100
      • Downloads (Last 6 weeks)2
      Reflects downloads up to 04 Oct 2024

      Other Metrics

      Citations

      View Options

      Get Access

      Login options

      View options

      PDF

      View or Download as a PDF file.

      PDF

      eReader

      View online with eReader.

      eReader

      Media

      Figures

      Other

      Tables

      Share

      Share

      Share this Publication link

      Share on social media