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Preference clustering reveals divergent pathways for transfer-board design in a Living-Lab co-design study.

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|February 21, 2026
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Summary
This summary is machine-generated.

Wheelchair transfer board users fall into three distinct groups with unique design needs, not a single progression. Tailoring designs to these specific user segments, rather than aiming for universal solutions, can decrease transfer board abandonment.

Keywords:
Computational psychologyassistive technology abandonmentco-designliving labtransfer boarduser segmentation

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Area of Science:

  • Rehabilitation Engineering
  • Human Factors Engineering
  • Assistive Technology Design

Background:

  • Transfer boards have high abandonment rates due to a mismatch between current designs and user needs.
  • Decades of iterative design refinements have not improved transfer board adoption metrics.

Purpose of the Study:

  • To investigate if wheelchair users' transfer board preferences are convergent or divergent.
  • To identify distinct user segments with specific transfer board design priorities.

Main Methods:

  • A mixed-methods Living Lab study combined qualitative focus groups and quantitative preference mapping.
  • Twenty-eight wheelchair users participated in focus groups, followed by a 44-user questionnaire on transfer board preferences.
  • Hierarchical clustering identified user segments, with ANOVA examining cluster differences.

Main Results:

  • Three distinct user clusters with divergent preferences emerged: technology-embracing (18%), simplicity-focused (23%), and intermediate (59%).
  • The technology-embracing group favored advanced features, while the simplicity-focused group rejected them.
  • Significant interactions confirmed non-convergent preference structures across user segments.

Conclusions:

  • Wheelchair transfer board users are segmented into three groups with distinct, mutually exclusive design priorities.
  • Developing parallel strategies for each segment, rather than optimizing a single universal design, may reduce abandonment rates.
  • Findings challenge the single-product optimization paradigm for transfer board design.