Semiotic analysis of UML class diagrams in pedagogy: a case of first-year BCIS students

Unified Modelling Language (UML) class diagrams are standard tools in software engineering education, typically analysed for syntactical correctness rather than their communicative dimensions. This study applies semiotic theory to investigate how first-year Bachelor of Computer Information Systems students engage with UML class diagrams as communicative artifacts. Using a narrative research approach based on the integrated-methods research framework, data was collected through individual semi-structured interviews incorporating think-aloud protocols with 11 participants. Participants completed tasks of increasing complexity: analysing simple diagrams, describing relationships between classes, and creating their own class diagrams. Data analysis followed a systematic coding framework aligned with the six semiotic principles: identifying diagram elements, deciphering signs and symbols, understanding the contextual significance, interpretation and meaning, contextualisation within broader discourse, and critical reflection. Findings reveal that students employ diverse strategies when approaching UML class diagrams, with consistent analytical approaches yielding better comprehension. Visual elements significantly influence interpretation, while terminological confusion and cognitive load present key challenges. This research contributes to UML pedagogy by highlighting the need for educational approaches that address both technical notation and interpretive strategies, balancing concrete examples with abstract structural thinking.

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Publication Details

Journal
Discover Education
Published
2025-09-16
DOI
https://doi.org/10.1007/s44217-025-00817-8
Citations
1
Primary Topic
Software Engineering Research
Type
article
Field-Weighted Citation Impact
3.25
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article

Semiotic analysis of UML class diagrams in pedagogy: a case of first-year BCIS students

Pakiso J. Khomokhoana, Tlholohelo Nkalai, Rouxan C. Fouché
1 citations
Discover Education
Software Engineering Research
3.25
article

Semiotic analysis of UML class diagrams in pedagogy: a case of first-year BCIS students

Pakiso J. Khomokhoana, Tlholohelo Nkalai, Rouxan C. Fouché
article en
1 citations

Abstract

Unified Modelling Language (UML) class diagrams are standard tools in software engineering education, typically analysed for syntactical correctness rather than their communicative dimensions. This study applies semiotic theory to investigate how first-year Bachelor of Computer Information Systems students engage with UML class diagrams as communicative artifacts. Using a narrative research approach based on the integrated-methods research framework, data was collected through individual semi-structured interviews incorporating think-aloud protocols with 11 participants. Participants completed tasks of increasing complexity: analysing simple diagrams, describing relationships between classes, and creating their own class diagrams. Data analysis followed a systematic coding framework aligned with the six semiotic principles: identifying diagram elements, deciphering signs and symbols, understanding the contextual significance, interpretation and meaning, contextualisation within broader discourse, and critical reflection. Findings reveal that students employ diverse strategies when approaching UML class diagrams, with consistent analytical approaches yielding better comprehension. Visual elements significantly influence interpretation, while terminological confusion and cognitive load present key challenges. This research contributes to UML pedagogy by highlighting the need for educational approaches that address both technical notation and interpretive strategies, balancing concrete examples with abstract structural thinking.

Discover EducationVol. 4(1)
University of the Witwatersrand (ZA), University of the Free State (ZA)
Openalex Percentile: Top 6%
Software Engineering Research
3.25
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Semiotic analysis of UML class diagrams in pedagogy: a case of first-year BCIS students — Pakiso J. Khomokhoana, Tlholohelo Nkalai, et al. · Discover Education (2025) | TGRS Research Map | TGRS