Gather evidence from interviews, behavior, support and analytics.
– UX RESEARCHER
I turn complex user signals into clear product decisions.
Ten years studying the gap between what products intend to communicate and what people actually understand.
– UX RESEARCHER
Ten years studying the gap between what products intend to communicate and what people actually understand.
2025-2026
How English-only subscription content shapes comprehension, trust, and inclusion for non-native speakers.
Mixed methods
56 Participants
Comparative Study
2026
A five-year investigation into how a technically fair algorithm can still produce a complete trust collapse.
52K+ reviews
Longitudinal
2024
Research that turned narrative into a comprehension tool from hackathon prototype to investor-reviewed alpha.
Early access
Concept testing
Research process
A repeatable, evidence-led loop that adapted to the question, team and stage of the product.
Discover
Gather evidence from interviews, behavior, support and analytics.
Frame
Move beyond symptoms to uncover goals, friction and broken assumptions.
Make sense
Turn signals into themes, opportunities, evidence and product risks.
Decide
Translate findings into clear recommendations and priorities.
Iterate
Test decisions, learn from releases and begin the next evidence cycle.
Let’s talk about your users, your product, and the questions that matter most.