Abstract

As vehicles transition into intelligent, electrified platforms, the automotive cabin is rapidly transforming into a “mobile third space” that blurs the boundaries between transportation, productivity, and leisure. In this evolving context, cabin comfort extends beyond physical parameters—such as temperature or seating posture—to encompass emotional well-being, interactive experiences, and aesthetic resonance. However, the design of comfort remains largely rooted in engineering-driven metrics, with limited understanding of how users perceive and articulate comfort in real-world use. To bridge this gap, we conducted a large-scale computational analysis of over 440,000 authentic user reviews from mainstream automotive platforms. Using a combination of word frequency analysis, sentiment analysis, and topic modeling, we identified a multidimensional spectrum of comfort perceptions, including spatial layout, seat ergonomics, visual design, driving dynamics, and human-machine interaction. The results reveal nuanced user priorities, highlight recurring dissatisfaction themes, and underscore the growing importance of emotional and interactional elements in shaping comfort perceptions. From these findings, we summarize a hierarchical, user-centered framework for cabin comfort that integrates physical, functional, and emotional dimensions. This framework serves as a conceptual and practical tool for the next generation of vehicle design. By foregrounding users’ lived experiences and affective responses, our study contributes to the redefinition of comfort in the era of intelligent mobility—where data-driven empathy becomes a new design imperative.

Keywords

Cabin Comfort; Text Mining; Multidimensional User Perception; Hierarchical Framework

Creative Commons License

Creative Commons Attribution-NonCommercial 4.0 International License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License

Conference Track

Track 3 - Design, Art & Technology

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Dec 2nd, 9:00 AM Dec 5th, 5:00 PM

Design Considerations for Redefining Vehicle Cabin Comfort: A User-centered Perspective Based on Large-scale Text Mining

As vehicles transition into intelligent, electrified platforms, the automotive cabin is rapidly transforming into a “mobile third space” that blurs the boundaries between transportation, productivity, and leisure. In this evolving context, cabin comfort extends beyond physical parameters—such as temperature or seating posture—to encompass emotional well-being, interactive experiences, and aesthetic resonance. However, the design of comfort remains largely rooted in engineering-driven metrics, with limited understanding of how users perceive and articulate comfort in real-world use. To bridge this gap, we conducted a large-scale computational analysis of over 440,000 authentic user reviews from mainstream automotive platforms. Using a combination of word frequency analysis, sentiment analysis, and topic modeling, we identified a multidimensional spectrum of comfort perceptions, including spatial layout, seat ergonomics, visual design, driving dynamics, and human-machine interaction. The results reveal nuanced user priorities, highlight recurring dissatisfaction themes, and underscore the growing importance of emotional and interactional elements in shaping comfort perceptions. From these findings, we summarize a hierarchical, user-centered framework for cabin comfort that integrates physical, functional, and emotional dimensions. This framework serves as a conceptual and practical tool for the next generation of vehicle design. By foregrounding users’ lived experiences and affective responses, our study contributes to the redefinition of comfort in the era of intelligent mobility—where data-driven empathy becomes a new design imperative.

 

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