The shape of teamwork: visualising collective design dynamics through synergy bands

ABSTRACT: Divergence and convergence are central to design processes, but can these patterns be made visible, and what might they reveal? This paper examines design team dynamics through NLP by tracing cognitive trajectories in weekly reflections. Textual data are transformed into numerical values and plotted in a Synergy Diagram, enabling instructors to monitor team bands. This paper consists of a four year study covers 48 project teams and 250 participants, comparing team bands across multiple bandwidth measures and showing how they vary against a design outcome, such as total grades (TG).

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Publication Details

Journal
Proceedings of the Design Society
Published
2026-07-02
DOI
https://doi.org/10.1017/pds.2026.10649
Primary Topic
Design Education and Practice
Type
article
Field-Weighted Citation Impact
0.00
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article

The shape of teamwork: visualising collective design dynamics through synergy bands

Tamás Makány, Arlindo SILVA, Matt Chiu
Proceedings of the Design Society
Design Education and Practice
article

The shape of teamwork: visualising collective design dynamics through synergy bands

Tamás Makány, Arlindo SILVA, Matt Chiu
article en

Abstract

ABSTRACT: Divergence and convergence are central to design processes, but can these patterns be made visible, and what might they reveal? This paper examines design team dynamics through NLP by tracing cognitive trajectories in weekly reflections. Textual data are transformed into numerical values and plotted in a Synergy Diagram, enabling instructors to monitor team bands. This paper consists of a four year study covers 48 project teams and 250 participants, comparing team bands across multiple bandwidth measures and showing how they vary against a design outcome, such as total grades (TG).

Proceedings of the Design SocietyVol. 6
Singapore University of Technology and Design (SG), Nanyang Academy of Fine Arts (SG), Singapore Management University (SG)
Openalex Percentile: Top 14%
Design Education and Practice
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The shape of teamwork: visualising collective design dynamics through synergy bands — Tamás Makány, Arlindo SILVA, et al. · Proceedings of the Design Society (2026) | TGRS Research Map | TGRS