Subgoal Labeling for Function Teaching in Vietnamese Lower-Secondary: A Transfer Synthesis

Subgoal labelling — the worked-example modification first formalised by Catrambone (1995, 1998) and operationalised for introductory programming by Margulieux, Guzdial and Catrambone (2012, 2016, 2019) — is one of the most cleanly replicated worked-example interventions in computing-education research. Its mechanism is well-specified: explicit labels on grouped steps of a worked example reduce search over surface syntax and free working memory for schema construction, in the cognitive-load-theory vocabulary of Sweller and colleagues (1998, 2003). This paper asks whether the effect transfers when redeployed for function teaching with Vietnamese lower-secondary (THCS, ages 12–15) learners, given that the original studies were conducted with primarily English-language university-cohort populations. The paper synthesises three literature corpora: (a) the subgoal-labelling corpus itself; (b) the worked-example and cognitive-load substrate; (c) the Confucian-heritage learner literature on classroom adaptation of student-centred Western pedagogies. The transfer-synthesis verdict has three parts. First, the cognitive-load and chunking mechanisms underlying the subgoallabelling effect are language-invariant and learner-architecturebound, so the direction of the effect should transfer. Second, the magnitude should be qualified — a mid-range expectation conditioned on terminology fit, classroom-format compatibility, and pre-existing learner familiarity with worked-example study habits. Third, three Confucian-heritage-specific moderators may amplify or dampen the effect: memorising-with-understanding is compatible and should amplify; cooperative-learning mismatch suggests delivery format is the at-risk variable rather than the labelling intervention itself; teacher-authority norms may push toward instructor-given labels rather than the learner-generated variant, with a corresponding magnitude reduction. The paper specifies a deployment template — Vietnamese-language subgoal labels for the four-step function schema (nhận đầu vào / chuẩn bị trạng thái cục bộ / thực hiện xử lý / trả về kết quả) — and an audit-loop criteria set the deployment must satisfy without running a cohort. Per the elix-researches no-cohort scope, the deployment template is described and theoretically validated; empirical replication is identified as a downstream cohort node responsibility (B1.4 Python-first cohort, C2.1 PRIMM cohort, A3.1 variable mental model) and is out of scope here.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-12
DOI
https://doi.org/10.5281/zenodo.20131460
Primary Topic
Visual and Cognitive Learning Processes
Type
preprint
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preprint

Subgoal Labeling for Function Teaching in Vietnamese Lower-Secondary: A Transfer Synthesis

That Le
Zenodo (CERN European Organization for Nuclear Research)
Visual and Cognitive Learning Processes
preprint

Subgoal Labeling for Function Teaching in Vietnamese Lower-Secondary: A Transfer Synthesis

That Le
preprint en

Abstract

Subgoal labelling — the worked-example modification first formalised by Catrambone (1995, 1998) and operationalised for introductory programming by Margulieux, Guzdial and Catrambone (2012, 2016, 2019) — is one of the most cleanly replicated worked-example interventions in computing-education research. Its mechanism is well-specified: explicit labels on grouped steps of a worked example reduce search over surface syntax and free working memory for schema construction, in the cognitive-load-theory vocabulary of Sweller and colleagues (1998, 2003). This paper asks whether the effect transfers when redeployed for function teaching with Vietnamese lower-secondary (THCS, ages 12–15) learners, given that the original studies were conducted with primarily English-language university-cohort populations. The paper synthesises three literature corpora: (a) the subgoal-labelling corpus itself; (b) the worked-example and cognitive-load substrate; (c) the Confucian-heritage learner literature on classroom adaptation of student-centred Western pedagogies. The transfer-synthesis verdict has three parts. First, the cognitive-load and chunking mechanisms underlying the subgoallabelling effect are language-invariant and learner-architecturebound, so the direction of the effect should transfer. Second, the magnitude should be qualified — a mid-range expectation conditioned on terminology fit, classroom-format compatibility, and pre-existing learner familiarity with worked-example study habits. Third, three Confucian-heritage-specific moderators may amplify or dampen the effect: memorising-with-understanding is compatible and should amplify; cooperative-learning mismatch suggests delivery format is the at-risk variable rather than the labelling intervention itself; teacher-authority norms may push toward instructor-given labels rather than the learner-generated variant, with a corresponding magnitude reduction. The paper specifies a deployment template — Vietnamese-language subgoal labels for the four-step function schema (nhận đầu vào / chuẩn bị trạng thái cục bộ / thực hiện xử lý / trả về kết quả) — and an audit-loop criteria set the deployment must satisfy without running a cohort. Per the elix-researches no-cohort scope, the deployment template is described and theoretically validated; empirical replication is identified as a downstream cohort node responsibility (B1.4 Python-first cohort, C2.1 PRIMM cohort, A3.1 variable mental model) and is out of scope here.

Zenodo (CERN European Organization for Nuclear Research)
ElSohly Laboratories (United States) (US)
Quality Education
Visual and Cognitive Learning Processes
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