"An example of what UXR should be"
Sr. Product Manager, Meta (Ex-Amazon)

AI-powered voice faces adoption hurdles in VR / AR

Legal & privacy constraints in combination with usability issues such as design inconsistencies and poor immersion hinder growth. Without addressing these challenges, voice interactions risk staying underutilized, missing their potential to create a seamless, intuitive experience.
design inconsistencies
Limited foundational research
adoption / retention of voice users

Goals

Usability

  • Identify contextual design patterns that improve immersion
  • Evaluate heuristics and friction in AI / speech-to-text flows
  • Test first-time user perception of privacy and disclaimer notices

Future Studies

  • Identify opportunities to enhance user education
  • Expand knowledge base of non-VR application of speech-to-text - AR / Wearables
  • Lay the groundwork for roadmapping, inlcuding methodology, timing, and logistics

Strategy

  • Identify barriers to retention and first-time use of voice
  • Provide direction for stakeholders on privacy and legal concerns

Analytics

  • Improve measurement and analysis of user behavior through qualitative pairing
  • Establish performance benchmarks based on user-behavior

Stakeholder Collaboration

Collaboration and partnership with stakeholders is key to identifying and working on efforts that have the highest potential for impact. This work starts with relationship building and understanding how performance is being gauged for the target domain.

My broad experience working in product and software development allows me a deeper understanding of how to approach this work, what kinds of questions to ask and how to communicate with stakeholders in these roles.
Product Managers
designers
engineers
data scientists
research partners
legal and privacy
“Rigorous, detailed and thoughtful approach to studies”
Sr. UXR (Ex-Microsoft)

Deliverables

Key insights shared with stakeholders

Presenting essential findings to relevant stakeholders for informed decision-making.

Advocate and Promotion of Insights

Promoting and endorsing valuable insights beyond immediate contexts to influence broader domains and to support gloabal practices.

Expanded Perspectives

Offering insights on specific aspects to various audiences through tailored presentations.

Collaborative Perspectives

Collaborating with fellow researchers to provide comprehensive viewpoints and insights to broader audiences.

Contributions to Research Libraries

To increase exposure and support progress through continued studies, research libraries provide broad access and a reference point for other researchers.
“Scalable and long-lasting insights that are still used by cross-functional partners today”
Sr. Product Manager Meta (Ex-Amazon)

Outcome

30%
Increased Adoption
New Speech-to-Text users from a single UI finding, not on the radar, but identified by my research.
54%
Roadmap Priorities
High-priority roadmap initiatives were driven by my research, with my studies cited as justification.
Novel Findings
1/3 of findings from high-priority roadmap items were novel findings; creating awareness and clarity, allowing the team to make decisions.
UI Enhancements
Updates and refinements in the UI, both concept and in-market.
XFN Impact
My studies became a key reference for voice-based design decisions in other domains including future products; augmented reality and wearables.
Strategic Alignment
Insights shaped broader discussions on voice technology, guiding half-planning for product managers, designers, researchers, engineers and data science.
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