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ZENODO
Preprint . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Metaphor Is Not Mechanism: A Category Error in the Variable Debate

Authors: Sophia, Franny Philos;

Metaphor Is Not Mechanism: A Category Error in the Variable Debate

Abstract

The debate over whether a variable is best explained as a 'box' or a 'label' haspersisted in programming education for decades without resolution. We argue that thedebate is unresolvable in its current framing due to two conceptual confusions andmultiple uncontrolled methodological confounds. The first confusion is the failure tospecify language-semantic boundary conditions: the adequacy of any variablemetaphor depends on whether the target language uses value, reference, ownership,or immutable semantics. The second confusion is a category error that conflatesmetaphor (structural mapping) with causal model (mechanistic explanation of programexecution). Additionally, existing empirical work confounds metaphor effects withinstructional language, the mathematical interpretation of the = sign, and otheruncontrolled variables. We propose Six Diagnostic Questions as a framework forevaluating and designing metaphor research in programming education, and applythem retrospectively to the most influential existing study. The broader implication is areframing of variable pedagogy from 'which metaphor?' to 'how do learners constructcausal models of variable behavior in their specific language?'

Keywords

variable metaphor, programming education, causal model, notional machine, conceptual metaphor, research methodology, misconceptions

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average