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UX Research Case Study

Zero to MVP:
What Happens When You're
the First UX Hire.

I joined an MIT-backed non-profit with a five-month runway. Before I left for maternity leave, I structured an org-wide research practice, trained a team, and helped ship a civic engagement app.

RoleFirst UX Hire · Research Lead
Duration5 months · July – Dec 2023
MethodsStakeholder Interviews · Focus Groups · Survey · User Interviews · Usability Testing
OutcomeShipped MVP · >80/100 usability score · WCAG 2.1 AA
11
stakeholder interviews run
before a single wireframe was drawn
30+
survey responses from existing
clients informing the mobile build
5mo
concept to shipped MVP —
launched during my maternity leave
Problem Statement

The MIT Center for Constructive Communication identified deep polarization among students and a growing trust gap with university administration. Grant funding was directed toward a non-profit whose desktop tooling let partner organizations upload and analyze qualitative conversation data.

But the product had a foundational problem: it wasn't built for the people who needed it most. Recording conversations in the field was cumbersome. Users consistently needed heavy hand-holding from the partnerships team which was not scalable.

📱

A key insight emerged early: users needed a way to have conversations anytime, anywhere. Many students didn't have consistent access to a computer — but nearly all had a smartphone. A mobile-first solution wasn't just a convenience; it was an equity issue and a civic engagement imperative. The app needed to meet people where they already were.

I was brought in to change that — to take an idea to a working MVP in five months, all while building the UX practice from the ground up.
Context

Timeline

Leadership set an ambitious target: idea to shipped app in five months (July to December. We hit it. The app launched on schedule, while I was on maternity leave, which began November 23rd. 🎉

💰

Budget

I put together the organization's first formal UX budget proposal: covering Maze, Dovetail, Jira Product Discovery, $20 Amazon e-gift cards per usability tester, and $15 per teammate for our inaugural UX Lunch & Learn. Leadership approved it enthusiastically.

📋

Disclaimer

Figma embeds contain my hand-drawn work. Screenshots are my own unless noted, collaborative work with PMs, designers, and fellow researchers is credited accordingly.

The team
Team Responsibility
2 Product LeadsScoping & feasibility
2 iOS DevelopersMobile app design
2 UX DesignersWireframes & prototyping
2 MIT ResearchersAI & academic research
1 Lead UX Researcher (me!)Lead end-to-end research, storyboard, prototype, guide MVP roadmap.
1 Jr. UX ResearcherObserving & practicing interviews, & learning new UX tools
Objectives & key results

Objective 1

Align product goals with technical feasibility and stakeholder priorities

  • Host 11 stakeholder interviews to finalize top use cases
  • Define who the target users are

Objective 2

Elevate user voices to shape meaningful, inclusive features

  • Test MVP with 3–5 users per user group
  • Prioritize user feedback into the MVP roadmap

Objective 3

Design a user-friendly, accessible app that drives engagement

  • Achieve 100% WCAG 2.1 AA compliance by launch

Objective 4

Collect and prioritize feedback to foster constructive dialogue

  • Synthesize findings into a user research report by end of Q3

Research Approach
MethodWhyKey output
Stakeholder interviewsAlign on goals, feasibility, and user definition before any design beganTop use cases, two priority personas
Journey mappingUnderstand distinct needs across student and admin user groupsPersonas + journey maps
Market analysisIdentify competitive gaps and differentiation opportunitiesValue proposition + SWOT
Focus groupsUnderstand how younger users engage with digital platformsRefined user flows + backlog items
Survey (Qualtrics)Baseline data on desktop use cases from 30+ existing clientsPain points + desktop/mobile sync needs
User interviewsDeep-dive on frustrations and unmet needs across NGOs, gov, and studentsPrioritized must-haves + hand-drawn scenarios
Usability testing (Maze)Validate prototype before development; test mental model fit>80/100 usability score pre-launch
Stakeholder Tour

Before running a single user session, I needed to align the organization on what we were building and for whom. I initiated 20-minute interviews across leadership, product, partnerships, engineering, and AI — using them to surface four critical questions the org hadn't yet formally asked:

Who are our users?  ·  What top use cases should the app address?  ·  What problem are we actually solving?  ·  How do we bring existing AI and desktop functionality into a mobile experience?

These sessions were the first time this organization had formally structured research as an organizational input. I used the findings to align objectives with technical feasibility before a single wireframe was drawn.

zoom interview screenshot
Mapping the User Journey

Journey mapping sessions surfaced two primary personas with distinct needs and goals:

College students

Needed a mobile-first experience that enabled inclusive, community-driven conversations — and met them where they already were: on their phones.

University administrators

Needed structured data output and seamless session organization to extract actionable insights from discussions.

These personas became the north star for every design and product decision that followed.

user journeys

I created the personas (purple rectangles) and used a FigJam template to co-lead the workshop with a Jr. UX researcher I was coaching!


Transforming Top User Needs to User Stories

Start conversations

As a user, I want to start a conversation in the app so that I can engage others and capture meaningful discussions.

Record conversations

As a user, I want to record both in-person and remote conversations so that I can preserve discussions for future reference.

Access transcripts

As a user, I want to access a transcript immediately after recording so that I can make sense of the discussion.

Highlight transcripts

As a user, I want to highlight key transcript moments so that I can organize and surface insights quickly.


Market Analysis

While running stakeholder interviews, I conducted a parallel market analysis — including a SWOT assessment of direct and indirect competitors and an evaluation of industry trends.

Output: A Notion doc that defined the app's unique value proposition, identified competitive gaps, and gave the team a strategic frame for which features to prioritize and why.
screenshot of market analysis in Notion

Yes, I am Team Dark Mode.

screenshot of market analysis in Notion
Focus groups with MIT students

We partnered with MIT to run a 6-week focus group with 10 students transitioning from high school to college. Sessions explored app functionality, accessibility, and AI-driven prompts — giving us a window into how younger users actually engage with digital platforms.

Output: Refined MVP user flows and updated personas, plus a prioritized backlog of student-generated ideas handed off to product management.
image of students in focus group

Actual screenshot of the data from the focus groups that I uploaded to Dovetail (with signed media consent form)

Survey Research

I designed and distributed a Qualtrics survey to 30+ existing business clients to capture baseline data on current desktop use cases and pain points.

This was strategically important: the mobile app would need to sync with the desktop platform. Understanding that existing ecosystem wasn't optional — it was foundational to getting the two products to work together seamlessly.

Screenshot of Dovetail parent and child codes
User Interviews

The survey answered some questions and raised a lot more. One tension emerged clearly: existing users and their use cases were significantly different from the potential users we were designing for — especially students engaging in civic dialogue on mobile.

I led in-depth interviews with NGOs, local government leaders, and students to dig into frustrations, specific use cases, and future needs.

Output 1

A prioritized list of must-haves and nice-to-haves, added to JIRA Product Discovery through both async and sync team sessions.

Output 2

Hand-drawn user scenarios I wrote and illustrated to align design, product, and engineering on the same human-centered frame.

Screenshot of a JIRA discovery dashboard

Using JIRA Product Discovery it was easy to link research insights directly to product priorities.

Organizing the MVP UX Roadmap

I synthesized interview findings using atomic UX techniques and thematic analysis in Dovetail — then turned that synthesis directly into action.

I facilitated a 60-minute interactive workshop with the cross-functional team to align on user priorities and feature sequencing. Together, we built a clear MVP roadmap grounded in data. I then created a JIRA epic with user stories and design tasks distributed across two design sprints.

JIRA MVP roadmap

Screenshot of the JIRA epic I created to guide the MVP mobile app project

Launching the organization's first UX Lunch & Learn

My fellow UXR and I created and hosted the organization's first-ever UX-focused Lunch & Learn — sharing user insights company-wide for the first time. Team leads and teammates across design, engineering, and product left aligned on user needs and energized to act on them.

This was more than a presentation. It was the moment UX became a shared organizational language.
flyer

The actual flyer I made in Canva and feedback in Slack from the VP of Engineering.

screenshot of a happy slack message to team to get them excited about lunch and learn
Storyboarding User Scenarios

With the team aligned, I translated key user scenarios from research notes into hand-drawn storyboards. These became the bridge between raw insights and MVP wireframes — giving designers a clear, human-centered frame to design from.

Designing & prototyping the MVP

Turning research into wireframes was harder than anticipated — not because of product complexity, but because of team complexity. We had extraordinarily talented designers with combined decades of experience. We also had a distributed, mostly part-time team spread across time zones — and some interpersonal friction that required active navigation.

I kept us moving by keeping us anchored: to the user stories, to the storyboards, to the data. I also led a design-consultant-run workshop to push through the hardest decisions and injected fun wherever I could along the way.

Spatial Metaphor Design
Concept Art
concept art of 4 wireframes

Sketches I drew on my iPad to visualize the initial wireframes, I'm a huge Harry Potter fan...if you can't tell

Usability Testing & Synthesis

Once we had a working MVP prototype, I designed an unmoderated usability test in Maze to evaluate the Figma prototype for usability, accessibility, and mental model fit — before a single line of code was written.

The results shaped our onboarding flow and core feature decisions. I incorporated all required WCAG-compliant theme changes, and the final app achieved a high usability score before development began.

Maze usability test results

Screenshot of the usability test I designed on Maze using the MVP prototype based on my storyboards

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Maze usability test results

Impact

Objective 1

Completed 11 stakeholder interviews; finalized top use cases and user stories for the MVP.
Aligned cross-functional teams on two priority personas.

Objective 2

Launched 30+ key feature requests and UX recommendations into the first MVP iteration.

Objective 3

Achieved WCAG 2.1 AA compliance and >80/100 usability score at launch.

Objective 4

Gathered and prioritized feedback from existing and potential users; shared company-wide at the start of Q4.

Glows & Grows

🌟 Glows

• Building UX from zero — establishing research as an organizational practice at a company that had never had it was the most meaningful professional challenge I'd taken on to date.
• The Lunch & Learn landed. Watching teammates across engineering and product reference user insights in their own decisions was exactly the buy-in I'd worked toward.
• The app shipped on time, hitting our usability and accessibility targets — while I was on maternity leave. The team carried it over the finish line.

🌿 Grows

• Navigating a fully part-time, remote team across time zones made alignment harder than it needed to be. I'd invest earlier in async documentation rituals next time.
• I'd prioritize proactive leadership check-ins to maintain team synergy — especially across contract contributors working in different time zones.
• I'd build in more explicit handoff documentation before going on leave — even when the timeline makes it feel non-urgent, it always is.

Wait WHAT?! 🎉

You read this whole thing??? You should really treat yourself today, because you deserve it.

🪄