I synthesize qualitative insights and quantitative data to decode user behaviors and motivations — translating findings into evidence-based strategies that inform design and drive product evolution.
Hello! I'm Mailani. Operating at the intersection of research and execution, I ensure that human insight is the primary engine for product growth. I work in close partnership with stakeholders to bridge the gap between user needs and technical or business constraints — making sure those two worlds speak the same language.
While my background includes service design and product delivery, my work is intentionally focused on UX research. This allows me to understand how decisions move through a team while remaining centered on the insights that shape them. I also explore how emerging technologies like AI affect the user experience, ensuring human judgment remains central as products scale.
Enabling stakeholders to act with clarity and confidence
Clear Insight
Synthesizing complex user behavior into actionable direction
Friction Identification
Evaluating direction and determining what to do next
Validated Outcomes
Surfacing emerging patterns post-implementation
Core Offerings
Research-Driven. Insight-Led. Outcome-Focused.
Every engagement is structured around surfacing what truly matters — closing the gap between what teams assume and what users actually experience.
UX Research
User interviews
Usability testing
Insight synthesis
Experience Strategy
Translating insight into product direction
Identifying friction and opportunity areas
Clarifying how products are experienced
Product Decision Support
Supporting leaders in product decision-making
Defining priorities based on user insight
Guiding next steps based on real usage
"Products don't fail from lack of effort. They fail when decisions are made without a clear understanding of how they are actually experienced."
Approach
A Structured Path from Observation to Action
My research approach is deliberate and sequential — built to move teams from uncertainty to confident, grounded decisions. Each phase is designed to compound on the last, ensuring that insight is never just reported, but actively translated into direction.
Understand
I establish a clear view of how the product is experienced through structured research — including stakeholder alignment, user interviews, and usability evaluation. The focus is on uncovering what is actually happening, not what is assumed.
Analyze
I synthesize qualitative and quantitative inputs to identify patterns in behavior, friction points, and underlying drivers. This phase translates raw data into meaningful insight that reflects both user experience and product context.
Guide
I translate insight into clear, actionable direction — defining priorities, informing product decisions, and outlining next steps that align user needs with business objectives.
Deliverables
Tangible Outputs. Lasting Impact.
Every engagement produces clear, structured artifacts designed to inform decisions, align stakeholders, and sustain product momentum long after the research is complete.
Research Synthesis & Insight Briefs
Distilled findings that cut through noise and surface what truly matters
Behavioral Personas
Evidence-based profiles grounded in real user behavior and motivation
Journey & Experience Mapping
Visual narratives of the end-to-end product experience
Problem Framing & Opportunity Identification
Clear articulation of where friction lives and where opportunity exists
Insight-Led Recommendations
Prioritized, actionable guidance directly tied to user data
Usability Validation Reports
Structured evaluations confirming or challenging design and product decisions
Product Direction & Roadmapping
Insight-driven frameworks for sequencing what comes next
Ongoing Research & Insight Support
Continued partnership to track patterns, validate outcomes, and adapt with the product
Tools & Methods
A Practiced, Purposeful Toolkit
I use a combination of research, analysis, and collaboration tools to support insight development and decision-making. My approach incorporates AI-assisted analysis to enhance the speed and depth of synthesis — while maintaining a structured, human-led interpretation of findings. All tools are used responsibly, with a strong emphasis on data privacy.
Research & Interviews
Zoom, Google Meet
Documentation & Synthesis
Notion, Google Docs
Surveys & Feedback
Google Forms, Typeform
Data & Insight Tracking
Google Sheets, Airtable
AI-Assisted Analysis
Claude, ChatGPT, Perplexity, Microsoft Copilot
Research Workflow
Dovetail, Looppanel
Presentation
Google Slides, Gamma, Canva
Why It Matters
Clarity Is the Competitive Advantage
Without structured insight, teams rely on assumptions, internal perspectives, or incomplete signals — leading to misaligned priorities, overlooked friction, and missed opportunities for meaningful improvement.
UX research brings clarity to what is happening in real use. When paired with thoughtful analysis and purposeful direction, it enables stakeholders to make informed decisions, focus on what matters most, and evolve their products with intention rather than instinct.
Structured insight doesn't slow product teams down — it ensures the effort they invest moves in the right direction.
3x
Better Outcomes
Teams that integrate UX research consistently outperform those that don't
85%
Friction Reduced
Usability issues identified early cost far less to resolve than post-launch fixes
1st
User, Always
Every recommendation is grounded in how real people experience your product
Contact
Let's Talk
If you are exploring how to better understand your product experience — or simply need clarity on what to prioritize next — I welcome the conversation. Whether you're at the beginning of a research initiative or navigating a complex product challenge, structured insight is often the fastest path forward.
Reach out to start a dialogue about what your product needs and how research can get you there.