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I embed the user’s voice into every strategic decision. Through journey mapping, scenario analysis, and trust-centered design, I uncover friction points and translate them into actionable roadmaps for adoption and retention. My approach creates platforms and services that are intuitive, credible, and capable of building lasting relationships with the people who depend on them.
Client: TELUS International (on behalf of Meta’s Platform Integrity Team)
Program: Covert Seller Performance Analysis on Facebook & Instagram
Timeline: June 2022 – June 2023
Key Result:
Engaged for a year-long covert project, I delivered human-centered intelligence to safeguard trust across Meta’s social commerce ecosystem. As part of a 30+ member analyst team, I conducted end-to-end evaluations of third-party sellers, producing 25–50 actionable insights per eight-week cycle. Findings informed enforcement actions against fraudulent sellers, identified systemic marketplace vulnerabilities, and enhanced platform reliability for millions of users globally.
Safeguarding Trust at Scale Meta’s social commerce platforms faced complex challenges: billions of users, thousands of sellers, and rising risks from misleading advertising, fraud, and poor service. Automation alone could not capture nuanced violations, requiring expert human analysis to document real buyer experiences and operational gaps.
Operating under a structured three-phase intelligence protocol, I captured the full customer journey:
Seller Legitimacy & Advertising Truthfulness: Verified business credentials, assessed online reputation, and evaluated listing accuracy.
Covert Buyer Experience & Transactional Integrity: Executed controlled purchases, analyzed checkout clarity, payment security, and shipping/refund transparency.
Fulfillment, Product Reality & Service Accountability: Compared received products against advertised claims, assessed delivery timeliness, and reviewed customer service responsiveness.
Delivered hundreds of detailed reports enabling enforcement actions and systemic risk identification.
Supported removal of fraudulent sellers and mitigated user risk.
Contributed to a secure, transparent, and reliable social commerce environment.
Managed overlapping project cycles, budgets, and confidentiality while maintaining rigorous data consistency.
Analytical & Investigative:
Qualitative and Quantitative Analysis
Covert Research
Evidence Collection
Fraud Detection
Operational & Execution:
Project Cycle Management
Budget Oversight
Data Integrity
Adherence to Protocols
Strategic & Domain-Specific:
E-commerce Trust and Safety
Platform Integrity
User Experience Evaluation
Seller Performance Analysis
Client: Market Vision Research (On Behalf of H&R Block)
Project: Shaping FinTech UX Strategy & AI Integration
Timeline: September 2023 – January 2024
Key Result:
Engaged as an Expert CX/UX Analyst, I provided continuous, high-level user insights to guide enhancements to H&R Block’s online tax filing platform and inform AI integration strategy. Through scenario testing and quantitative research, I identified usability pain points, optimized support content for search discoverability, and recommended trust-building measures for AI features. Findings translated into actionable strategies that improved user adoption, retention, and overall platform performance.
H&R Block aimed to refine their digital tax filing experience and integrate AI-powered support tools. Key objectives included:
Evaluating user behavior and platform usability
Informing AI-driven assistance adoption and integration
Optimizing content to increase user engagement
Completed 24 targeted feedback activities over four months, including scenario-based testing and analysis of 19 participant polls. Diagnosed usability challenges, uncovered the rationale behind user behaviors, and translated findings into actionable strategies.
Optimized Support Content via SEO: 44% of users relied on external search engines over internal help tools; recommendations improved discoverability and engagement.
AI Chatbot Adoption & Trust: Addressed user concerns about data privacy and accuracy, improving adoption of AI assistants.
Customer Journey Friction Points: Delivered 24 actionable reports linking UX weaknesses to conversion and retention metrics.
Insights informed platform redesigns, SEO strategy, and AI feature integration.
Transformed qualitative UX research into strategic business intelligence driving measurable adoption and retention.
Established a framework for continuous user-centric feedback in future iterations.
User Experience & AI Evaluation:
UX Analysis
AI Product Assessment
Customer Journey Mapping
Research & Insights:
Qualitative and Quantitative Research
Market Research
Consumer Insights
Strategic Impact:
Conversion Optimization
Strategic Thinking
Business Intelligence
Client: University of Alaska Anchorage ( On behalf of mental health care providers)
Project: Elicitation Study of Adult Mental Health Choices
Timeline: August 2025
Key Result:
Engaged as a Strategic Analyst, I examined the mental health patient journey to uncover system-level barriers, emotional triggers, and decision-making patterns among adults seeking care. I translated qualitative insights into an actionable roadmap, enabling providers to reduce friction, build trust, and improve alignment across medical and therapeutic pathways.
Research identified the dominant patient profile as the “Overwhelmed Navigator,” facing three primary barriers:
Information Overload: Excess options and inconsistent terminology create decision paralysis
System Fragmentation: Patients navigate medical and therapeutic tracks independently
Structural Friction: Complex scheduling, insurance verification, and intake processes cause drop-offs
Reframed the patient experience as a customer journey to identify critical friction points and emotional blockers. Interventions addressed informational, systemic, and emotional barriers simultaneously.
Informational Barrier – From Option to Navigator: Build pre-contact trust with educational content, guides, and transparent therapy explanations
Systemic Barrier – From Friction to Simplicity: Streamline scheduling, insurance verification, and intake with intuitive online tools and dedicated support
Emotional Barrier – From Stigma to Safety: Normalize help-seeking with inclusive messaging, patient testimonials, and affirming materials
Reduced time-to-care from inquiry to first appointment
Increased intake conversion rates
Enhanced perceived provider fit
Improved patient clarity and agency
Strengthened referral continuity between medical and therapeutic pathways
Patient Experience & Journey Analysis:
Patient Journey Mapping
Qualitative Research
Behavioral Insight Translation
Strategic Planning & Roadmapping:
Actionable Strategies
Healthcare-Focused Recommendations
Operational & Engagement Optimization:
Conversion Improvement
Friction Reduction
Trust-Building Interventions