Professional Experience
Apr 2025 — Present
Multinational design & strategy studio that blends creativity & function to shape innovative experiences.
- Leads cross-functional operating design across strategy, product, and creative teams, translating long-range priorities into executable roadmaps with clear ownership and measurable milestones.
- Built governance rhythms for planning, risk review, and decision escalation that improved execution predictability and reduced coordination overhead across distributed collaborators.
- Drove structural reforms that increased team scalability, clarified accountability, and created a more resilient foundation for sustained organizational growth.
2023 — Present
Providing a platform for interdisciplinary innovation through discussion, research, and real-world experimentation.
- Scaled Synaperge to 56 members across multiple countries, establishing a durable interdisciplinary community spanning AI, design, behavioral science, and social-impact innovation.
- Designed a project-based operating model that combines structured dialogue, research sprints, and prototype testing to move ideas from discussion to real-world experimentation.
- Mentored cross-functional teams through 3 innovation initiatives, including AI bias in ed-tech systems, fast-food branding psychology, and accessibility in personal finance UX.
- Built a leadership culture centered on intellectual rigor, ethical reflection, and practical execution so members can develop both analytical depth and implementation capability.
Research & Publications
Revolutionizing Household Finance: A User-Centered Platform for Holistic Financial Management
First Author | HCII 2025 Conference
2024 — 2025
- Led a Human-Computer Interaction and fintech research program focused on reducing financial management friction, benchmarking feature fragmentation across 8 widely used consumer finance applications.
- Designed and executed a mixed-method study combining quantitative (N = 342 survey) and qualitative (N = 35 interviews) methods to map pain points in budgeting, bill tracking, savings coordination, and long-term planning workflows.
- Synthesized behavioral and interaction findings into a unified product architecture, then translated insights into a high-fidelity prototype for holistic household financial management.
- Paper accepted and presented at 27th International Conference on Human-Computer Interaction (HCII 2025).
Human-Centered, Sustainable, and Socially-Responsible Innovation
Author | ISBN: 979-8248682874
2025 — 2026
- Authored a 257-page book introducing the "Great Outsourcing"—the systemic transfer of human judgment to generative systems through defaults, rankings, and automated recommendations.
- Maps concrete failure modes across education, healthcare, finance, and organizational governance, including decision atrophy, accountability diffusion, and over-trust in model outputs.
- Proposes a human-centered design framework with friction-aware interfaces, dissent checkpoints, and reflection prompts that keep critical thinking active in high-stakes workflows.
- Reframes innovation success around sustainability, social responsibility, and institutional resilience, arguing that efficiency without agency is a fragile and incomplete metric.
Echoes in the Machine: Relevance Gravity of Generative AI
Author | ISBN: 979-8296185310
2025
- Defines Relevance Gravity as an algorithmic attention force that promotes what is most legible and engaging, then traces how this distorts collective sense-making across education, media, and public discourse.
- Introduces a technical vocabulary—Epistemic Surface, Antididacticism, and Mythic Academicism—to explain why AI-era learning can appear comprehensive while actually reducing depth, struggle, and retention.
- Analyzes temporal and linguistic risks through Epistemic Latency and Semantic Drift, showing how static model knowledge can diverge from fast-moving social realities and fracture shared meaning.
- Argues that metric-first design can trigger Ethical Collapse by turning dignity, empathy, and wisdom into optimization targets, creating blind spots that feel efficient while eroding human responsibility.
Leadership & Activities
Representative
Bellevue School District Strategic Planning Coalition
2024 — 2025
- Advised district leaders on policies to expand student voices and qualitative measures. Contributed to policy discussions on human-centered systems.
- Helped shape long-term strategies balancing student needs with a $20M district budget deficit.
- Participated in AAAI seminars and actively engaged in research on AI ethics, model alignment, and HCI-AI intersections.
Academic Background
Academic Degrees
B.S. in Statistics and Data Science
University of California, Los Angeles (UCLA)
Professional Certifications
Machine Learning Specialization Certificate
Stanford University
Artificial Intelligence Fundamentals Certificate
IBM