About Me
About Me
About Me
TIMELINE

Dec 2025-Jan 2026

ROLE

UX Researcher

TEAM

Product Manager, Firmware Engineers

Product Manager, Firmware Engineers

Localizing Pixel Connectivity: a cross-market research deep-dive

OBJECTIVES
  • Uncover regional nuances in connectivity experiences (e.g., Bluetooth, Wi-Fi, and Cellular Data) to drive localized product improvements.

  • Benchmark Pixel’s connectivity performance against competitors and diverse operating systems across 3 identified major markets.

IMPACTS

Inform regional connectivity benchmarking strategy

Identified regional nuance as the primary driver of connectivity behavior; benchmarked 1,520 user responses across the 3 markets to inform Pixel Connectivity localization.

RESEARCH QUESTIONS

What are the breakpoints and satisfaction drivers of connectivity experience across major markets of Google Pixel?

What are the breakpoints and satisfaction drivers of connectivity experience across major markets of Google Pixel?

METHODS

Survey + Localization

Goal

  • Validate and quantify qualitative insights from previous ethnographic study in TW market

  • Establish a periodic benchmarking study to track connectivity performance and satisfaction of Google Pixel

Approach

Survey Design & Stakeholder Alignment
I developed a comprehensive survey framework rooted in core research objectives and team-validated insights. To ensure technical and strategic accuracy, I led cross-functional syncs with Product Managers and Engineers to align study goals with the product roadmap.

Localized Cultural Adaptation
Beyond translation, I utilized Google Gemini to refine the narrative, ensuring the tone was relatable and that regional vocabulary nuances were accurately captured for each market.

Demographic Contextualization
Recognizing that connectivity is a universal experience heavily influenced by local environments, I localized demographic questions to account for regional differences in lifestyle and infrastructure.

More details are NDA protected. Reach out if you'd love to know how I did survey localization for three markets within a month :)

REFLECTIONS

Limitations & lessons learned

Connectivity is a highly technical domain where a user’s mental model often diverges significantly from the underlying technology. Because of this gap, driving alignment with Engineering teams is exceptionally critical.

As a UX Researcher, I acted as a bridge between developers and end-users. My biggest takeaways from my time at Google centered on two key challenges:

  • Reframing technical inquiries into natural, relatable scenarios for users.

  • Translating user feedback into actionable technical insights for engineers.

Mastering this translation layer was the most rewarding aspect of the project.

UX Researcher