Educational guidelines and social representations of computational thinking: Evidence from students in São Paulo and Portugal in physics and chemistry education

Main Article Content

Adriana de Andrade
https://orcid.org/0000-0002-1886-8313
Isabel Maria Coelho de Oliveira Malaquias
Carlos Davide da Rocha Azevedo
Marcelo Zanotello

Abstract

This study analyses social representations of Computational Thinking (CT), also considering the evocations related to the automation of data collection as a didactic resource associated with CT. The results reveal asymmetries: Portuguese master’s students present a structured representation, integrating CT into the pedagogical dimension, while undergraduate students from São Paulo exhibit a technicist representation, marked by formative gaps and a high incidence of ‘I don’t know’, problematized as a zone of theoretical muteness. The research discusses the hypothesis that the greater normative coherence in Portugal favours the appropriation of CT, recognising, however, that this relationship is mediated by institutional dynamics. The study indicates that the misalignment of educational guidelines can impact the transition between instrumental practice and critical reflection, with automation being an element that, when perceived only as a technique, limits a broader understanding of CT.

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ARTICLES | Open call

Author Biographies

Adriana de Andrade, Universidade Federal do ABC (UFABC)

PhD candidate in the Postgraduate Program in Teaching and History of Science and Mathematics (PEHCM) at the Federal University of ABC (UFABC). Master's degree in Science and Mathematics Education from IFSP - São Paulo/SP Campus and Bachelor's degree in Mathematics from IFSP - Caraguatatuba/SP Campus. I have knowledge of e-learning environments (Moodle). I have conducted research with ICT in the area of ​​education: i) chess games (online/face-to-face course); ii) simulators and software for teaching physics and mathematics; iii) basic electronics for assembling circuits using the Arduino prototyping board. I have experience in the field of Physics, mainly working in science education, science communication, and science literacy. In my master's degree, I developed a 10-lesson course on Arduino articulated with physics teaching, working especially with the automation of data collection using the Tinkercad Virtual Learning Environment. In my undergraduate studies, I developed low-cost experiments for physics teaching and worked with virtual simulators. I participate in the Research Group on Technological Innovation for Physics Teaching (GPITEF), researching and developing teaching resources supported by digital technologies that can improve teaching. I am a doctoral scholarship recipient from FAPESP, with research entitled: "The social representations of future physics teachers regarding the automation of data collection and computational thinking: a comparative analysis between student discourses and pedagogical projects". I am currently undertaking a sandwich doctorate at the Research Center in Didactics and Technology in Teacher Training, University of Aveiro, Portugal, with research entitled: "Automation of Data Collection in Physics Teaching and the Development of Computational Thinking: an analysis of representations and practices in teacher training institutions in Portugal and Brazil".

Isabel Maria Coelho de Oliveira Malaquias, University of Aveiro

Bachelor's degree in Physics, Chemistry and Education (5-year degree).
PhD in Physics (History and Philosophy of Physics).
Associate Professor at the University of Aveiro, Department of Physics.
Coordinator of the PhD Program in History of Science and Science Education (Universities of Aveiro and Coimbra).
Member of CIDTFF - Research Centre in Didactics and Technology in Teacher Training.
Coordinator of Group 2 of CIDTFF - Science, Technology and Innovation in Education.
Member of the Advisory Board of the international journal HoST.
Member of the Ethics and Deontology Council of the University of Aveiro.
Member of the History of Physics Council of EPS.
Corresponding member of the International Academy of History of Science.
Vice-president of the Working Group on the History of Chemistry (2021-2023).
Member of the Ibero-American Association Science-Technology-Society in Science Education.

Carlos Davide da Rocha Azevedo, University of Aveiro

He completed his PhD in the Doctoral Program in Physical Engineering in 2011 at the University of Aveiro, a Master's degree in Applied Physics in 2007 at the University of Aveiro, and a Bachelor's degree in Physics and Chemistry Teaching in 2005 at the University of Aveiro. He is a member of the Organization for Nuclear Research, responsible for the COMPASS W45 detector at the European Organization for Nuclear Research, Leader of the AMBER experiment group at CERN, Director of the Master's Program in Biomedical Engineering at the University of Aveiro, and Assistant Professor at the University of Aveiro. He has published 115 articles in journals. He has organized 6 events, supervised LSc/BSc undergraduate theses, and co-supervised 7 projects. He has received 7 awards and/or honors. He participates and/or has participated as an Other in 1 project, a PhD Fellow in 1 project, a Postdoctoral Fellow in 1 project, a Researcher in 2 projects, and a Researcher in 15 projects. Works in the areas of Exact Sciences with an emphasis on Physical Sciences with an emphasis on Particle and Field Physics, Exact Sciences with an emphasis on Physical Sciences with an emphasis on Atomic Physics, Exact Sciences with an emphasis on Physical Sciences with an emphasis on Nuclear Physics, and Exact Sciences with an emphasis on Physical Sciences. In his professional activities, he has interacted with 1207 collaborators, being a co-author of scientific articles. In his curriculum, the most frequent terms in the context of scientific, technological and artistic-cultural production are: Particle Physics; Physics; Materials Science and Engineering.

Marcelo Zanotello, Universidade Federal do ABC (UFABC)

Bachelor's degree (1994) and Licentiate degree (2003) in Physics from the State University of Campinas. Master's degree (1998) and Doctorate (2003) in Mechanical Engineering, in the area of ​​Materials and Processes, from the State University of Campinas. Physics teacher in Basic Education from 1995 to June 2006. Professor at the Federal University of ABC (UFABC) since August 2006, teaching in the Bachelor's degree programs in Science and Technology, Bachelor's and Licentiate degrees in Physics, and Licentiate degree programs in Natural and Exact Sciences. Permanent faculty member of the graduate program in Science and Mathematics Teaching and History since 2011. Coordinator of the Physics undergraduate course at UFABC from 2008 to 2013. Vice-coordinator (2015 and 2016) and Coordinator (2017 and 2018) of the Graduate Program in Science and Mathematics Teaching and History at UFABC. Researcher on the FAPESP project Production of school knowledge in the natural sciences: contents, strategies and resources (2011 to 2013). Coordinator of extension courses for physics teachers in the São Paulo state network Physics Teaching Practices and the São Paulo State Curriculum - modules I (2013) and II (2016). Coordinator of the FAPESP project Perspectives for the integration of technologies in basic education: technological environments and programming for science teaching (2016 to 2018). Coordinator of the Bachelor's Degree in Natural and Exact Sciences at UFABC (2018-2021). Develops studies on the themes of Languages ​​and Science Education and Information and Communication Technologies in Science Education.

How to Cite

Andrade, A. de, Malaquias, I. M. . C. de O., Azevedo, C. D. da R., & Zanotello, M. (2026). Educational guidelines and social representations of computational thinking: Evidence from students in São Paulo and Portugal in physics and chemistry education. Educação, Sociedade & Culturas, 74. https://doi.org/10.24840/esc.vi74.2049

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