Measuring Voice UX Quantitatively: A Rapid Review
Not on the map. Why?
Abstract (arXiv)
Computer voice is experiencing a renaissance through the growing popularity of voice-based interfaces, agents, and environments. Yet, how to measure the user experience (UX) of voice-based systems remains an open and urgent question, especially given that their form factors and interaction styles tend to be non-visual, intangible, and often considered disembodied or "body-less." As a first step, we surveyed the ACM and IEEE literatures to determine which quantitative measures and measurements have been deemed important for voice UX. Our findings show that there is little consensus, even with similar situations and systems, as well as an overreliance on lab work and unvalidated scales. In response, we offer two high-level descriptive frameworks for guiding future research, developing standardized instruments, and informing ongoing review work. Our work highlights the current strengths and weaknesses of voice UX research and charts a path towards measuring voice UX in a more comprehensive way.
Key facts. Cited by 6 papers in the map (data through 13 Oct 2026). First posted on arXiv 12 Mar 2021.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2023: 2; 2024: 1; 2025: 3.
6 papers.
- 2023Nonverbal Cues in Human-Robot Interaction: A Communication Studies Perspectivecited by 16
- 2025Toward Metaphor-Fluid Conversation Design for Voice User Interfacescited by 5
- 2023Can Voice Assistants Sound Cute? Towards a Model of Kawaii Vocalicscited by 4
- 2024Qualitative Approaches to Voice UXcited by 1
- 2025ChatGPT and U(X): A Rapid Review on Measuring the User Experiencecited by 1
- 2025Super Kawaii Vocalics: Amplifying the "Cute" Factor in Computer Voicecited by 1
- 2025Super Kawaii Vocalics: Amplifying the "Cute" Factor in Computer Voice20 May 2025
- 2025ChatGPT and U(X): A Rapid Review on Measuring the User Experience20 Mar 2025
- 2025Toward Metaphor-Fluid Conversation Design for Voice User Interfaces17 Feb 2025
- 2024Qualitative Approaches to Voice UX23 Apr 2024
- 2023Can Voice Assistants Sound Cute? Towards a Model of Kawaii Vocalics22 Apr 2023
- 2023Nonverbal Cues in Human-Robot Interaction: A Communication Studies Perspective22 Apr 2023