Independent consulting and applied research | 2024-2026
Senior quantitative UX research, product strategy, and statistical consulting
- Designed research programs connecting product questions to measurable behavior, trust, friction, and decision quality.
- Built survey and analysis workflows using R, Python, SQL, preference modeling, segmentation, and decision-oriented reporting.
- Produced confidentiality-safe evidence packs, research proposals, simulation notebooks, and stakeholder-ready summaries.
AI, autonomy, and advanced product systems
Google X / Wing, Microsoft Research, and AI evaluation work
- Led and supported research around autonomous delivery, AI-assisted reasoning, trust-sensitive workflows, and model-driven decision support.
- Developed measurement approaches for trust, distrust, reliance, interpretability, system acceptance, and human control.
- Translated complex technical behavior into research questions that product, design, and engineering teams could act on.
Enterprise and platform research
Docker, Cloudera, Workday, RightScale/Flexera, and startup-stage work
- Conducted mixed-method and quantitative research for complex workflows, developer tools, cloud platforms, enterprise software, and adoption problems.
- Built segmentation systems, onboarding research, taxonomy validation, heuristic evaluations, benchmark studies, and journey diagnostics.
- Helped teams choose practical next steps when evidence was incomplete, noisy, or distributed across multiple data sources.