The cognitive science of modeling tools

Abstract Model-driven engineering (MDE) seeks to abstract and automate software development through the systematic use of models and transformations. Despite its conceptual rigor, its tools often impose cognitive burdens that hinder adoption and fluency. This paper explores how modeling tools function as cognitive artifacts that mediate, extend, and sometimes constrain reasoning. Drawing on Heidegger’s phenomenology of tool use and Piaget’s theory of cognitive schema adaptation, we articulate a theoretical framework explaining how transparency and accommodation shape the modeling experience. We argue that achieving cognitive harmony in MDE tools requires aligning architectural mediation with human cognition, a relational condition we conceptualize as cognitive resonance . The paper concludes with principles for the design of cognitively informed modeling tools, connecting philosophy, cognitive science, and model-driven engineering.

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Publication Details

Journal
Software & Systems Modeling
Published
2026-02-27
DOI
https://doi.org/10.1007/s10270-026-01359-9
Primary Topic
Usability and User Interface Design
Type
article
Field-Weighted Citation Impact
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article

The cognitive science of modeling tools

Monica Mazza, Simone Gozzano, Alfonso Pierantonio
Software & Systems Modeling
Usability and User Interface Design
article

The cognitive science of modeling tools

Monica Mazza, Simone Gozzano, Alfonso Pierantonio
article en

Abstract

Abstract Model-driven engineering (MDE) seeks to abstract and automate software development through the systematic use of models and transformations. Despite its conceptual rigor, its tools often impose cognitive burdens that hinder adoption and fluency. This paper explores how modeling tools function as cognitive artifacts that mediate, extend, and sometimes constrain reasoning. Drawing on Heidegger’s phenomenology of tool use and Piaget’s theory of cognitive schema adaptation, we articulate a theoretical framework explaining how transparency and accommodation shape the modeling experience. We argue that achieving cognitive harmony in MDE tools requires aligning architectural mediation with human cognition, a relational condition we conceptualize as cognitive resonance . The paper concludes with principles for the design of cognitively informed modeling tools, connecting philosophy, cognitive science, and model-driven engineering.

Software & Systems ModelingVol. 25(2)
University of L'Aquila (IT)
Quality Education
Openalex Percentile: Top 47%
Usability and User Interface Design
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