Empowering non-designers with tangible tools for divergent thinking
Bibliographic record
Abstract
Design Thinking (DT) has emerged as a pivotal approach harnessed by professionals across domains beyond traditional design practices. To reap its benefits, designers rely on sketching, but non-designers hesitate to do so. This paper investigates an alternative tool to engage non-designers effectively in the design process. A comparative study was conducted, juxtaposing the use of pen & paper against tangible figurative toys, assessing the creative outcomes through Torrance's framework for creative thinking. 36 participants were tasked with producing two web interface designs using one or both tools, according to four different conditions. While pen & paper yielded a greater quantity of ideas, they fell short in generating a broader spectrum of idea categories or more original concepts. Using a tangible tool resulted in more elaborate proposals. Figurative tangibles appear to exhibit a greater affordance for divergent thinking compared to pen & paper, despite imposing a higher cognitive effort on participants.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".