Selected Projects
AI Trust Research
How Medical Professionals Verify AI, and What That Means for Product Design
Evaluated an AI reading assistant prototype for a medical publisher by testing with
9 medical scientists. Comparative testing revealed that all participants preferred an
embedded side-by-side layout, not for convenience, but because they needed to
visually verify AI outputs against the source in real time. This "Verification Loop"
led to a strategic pivot: from a simple chat interface to a "Grounding UI" with
inline citations and auto-scrolling to evidence.
- Moderated prototype testing
- Qualitative interviews
- Comparative testing
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IA Redesign
Optimizing Navigation for Higher Conversion
Led an end-to-end information architecture redesign for a medical publisher's website.
A stakeholder workshop, GA4 analysis, and competitive benchmarking revealed buried
high-value content, including a "hidden gem" page with the site's longest engagement
but almost no traffic. The new navigation structure surfaced strategic content and
reduced friction to conversion.
- Stakeholder workshop
- GA4 analytics
- Competitive benchmarking
- IA redesign
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Usability & Analytics
Karger Image Explorer: From Qualitative Insight to Data-Validated Discovery
Ran two rounds of usability testing on a scientific image platform, discovering
in round one that we were testing with the wrong users. After pivoting to pharma
professionals, I uncovered a critical discoverability failure in the permissions
journey. A comparative A/B test validated the fix: the new button placement drove
501 clicks vs. 16 on the original.
- Moderated usability testing
- Affordance testing
- GA4 analytics
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UX Research & Prototyping
Designing for Device Orientation: Landscape Mode
Tackled a gap in a live sports betting app where users couldn't place bets while
watching streams in landscape mode. Through functional analysis of major streaming
platforms, contextual enquiry with 8 bettors, and iterative prototyping, I designed
an immersive landscape betting experience, uncovering key accessibility implications
for fixed-orientation devices along the way.
- Functional analysis
- Contextual enquiry
- Wireframing
- Hi-fi prototyping
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