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“Jupyter-Notebook-as-Script”: Investigating the Nature and Impact of Implicit Collaboration Scripts in Computational Notebooks
EPFL.
KTH, School of Industrial Engineering and Management (ITM), Learning, Digital Learning.ORCID iD: 0000-0002-6175-9200
EPFL.
EPFL.
2025 (English)In: Proceedings of the 18th International Conference on Computer-Supported Collaborative Learning-CSCL 2025, Pp. 223-231, International Society of the Learning Sciences , 2025, p. 223-231Conference paper, Published paper (Refereed)
Abstract [en]

There are a variety of CSCL scripts that offer different levels of flexibility, ranging from high-structured guidance towards low-rigidity support. This study is grounded in the view that scripts should be designed with a certain degree of structuredness, and we aim to examine the presence of implicit scripts based on data collected from collaborative programming activities in authentic classroom settings. By extracting the task dependencies within Jupyter notebooks, we adopted Directed Acyclic Graphs (DAGs) to operationalize the concept of implicit scripts. Next, we analyzed the group interaction data and measured their collaboration strategy alignment with the implicit scripts. Notably, we found that introducing a planning phase significantly improved groups' adherence to the implicit scripts. Qualitative data were reported to triangulate our findings. We discuss pedagogical and technological implications for more general CSCL contexts.

Place, publisher, year, edition, pages
International Society of the Learning Sciences , 2025. p. 223-231
National Category
Educational Sciences
Identifiers
URN: urn:nbn:se:kth:diva-367808DOI: 10.22318/cscl2025.393315OAI: oai:DiVA.org:kth-367808DiVA, id: diva2:1986310
Conference
International Conference on Computer-Supported Collaborative Learning, June 10–13, 2025 Helsinki, Finland
Note

QC 20250812

Available from: 2025-07-31 Created: 2025-07-31 Last updated: 2025-08-12Bibliographically approved

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Davis, Richard Lee

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Citation style
  • apa
  • ieee
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  • de-DE
  • en-GB
  • en-US
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  • nn-NB
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  • Other locale
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Output format
  • html
  • text
  • asciidoc
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