The first request is rarely the whole problem.
Research reveals the behavior, context, and unmet need underneath it.
Hello, I’m
UX Researcher & Strategist
I uncover what teams can’t see—and turn human insight into product decisions.
Research reveals the behavior, context, and unmet need underneath it.
Evidence turns uncertainty into a clearer product direction.
Move your pointer across the canvas.
Research and product experience across enterprise, education, healthcare, and AI






My work spans early discovery, concept validation, and implementation—helping teams make stronger decisions at each stage.
I led end-to-end research to understand why learners searched and filtered extensively—but still abandoned course discovery. The work translated behavioral evidence into a more guided and efficient search experience.
View case study →A generative study exploring how conversational assistants might support social engagement for older adults living alone—while preserving trust, privacy, and human agency.
View case study →A UX research and strategy project investigating why concierge staff struggled to find answers quickly—and translating those findings into a focused AI-powered solution.
View case study →Selected peer-reviewed work across human–AI interaction, accessibility, computer vision, and machine learning.

Attitudes toward conversational assistants for supporting social engagement among older adults living alone.
Read the ACM publication ↗A need-informed computer-vision mobility aid for people with visual impairments.
View Springer publication ↗A machine-learning approach for recognizing poses and supporting corrective feedback.
View AIP publication ↗An applied NLP and machine-learning study for classifying customer-review sentiment.
View publication record ↗I use AI to clear repetitive work and move faster—while keeping participant context, ethics, and interpretation firmly researcher-led.
Pressure-test questions and scan existing feedback before fieldwork begins.
Claude
Qualtrics AITurn notes, recordings, and transcripts into structured material for close reading.
NotebookLM
Otter.ai
Notion AICompare themes, references, and prototype directions quickly during synthesis.
Perplexity
Figma Make
Google Stitch
Miro AI
FigJam AIReframe the same evidence for design, product, engineering, and leadership.
ClaudeA practical toolkit for research, synthesis, prototyping, analytics, and collaboration.