More listings did not create better choices.
Job seekers struggled to identify opportunities that matched their goals, qualifications, and priorities.
Answering a client's open brief by researching how job seekers actually work, identifying gaps and opportunities, and defining, prototyping, and testing the proposed product experience.
The project in 30 seconds
An industry-sponsored RFP asked our team how the job-search experience could be improved — an open challenge, not a predefined solution.
I helped lead research and synthesis across surveys, journey mapping, a design sprint, prototyping, and user testing within a four-person team.
A human-centered, AI-assisted platform concept that centralizes applications, guides follow-ups, and makes progress visible.
UX Researcher, Experience Strategist & Synthesis Lead (team of 4)
Spring semester
Surveys, journey mapping, design sprint, prototyping, user testing
Figma, Miro, Google Forms
Understanding the job-search journey
Research job-search organization gaps, resume submission patterns, and where AI could genuinely improve the experience — then define, prototype, and test the features most worth building.
Robin came to our student team with an open RFP: explore how the job-search experience could be improved and propose what a better product should include. The work started with the market and the users, not a predefined solution.

Job seekers struggled to identify opportunities that matched their goals, qualifications, and priorities.
Search, resumes, applications, follow-ups, and interviews were handled as separate tasks with little sense of progress.
Users needed stronger status visibility, clearer next steps, and more control during a high-stakes process.
Diagnosing the experience
Too much information
Disconnected application tasks
Limited status and feedback
Job seekers did not need another list. They needed a system that made progress visible and decisions easier.
Evaluating current platforms against usability principles exposed consistency, feedback, and control problems. Those patterns turned broad frustrations into specific design priorities for the concept.

A concept grounded in research
The proposed concept connects the moments job seekers previously managed alone: understanding priorities, preparing materials, tracking activity, and knowing what to do next.
A more useful home experience surfaces priorities, recruiter messages, interviews, and actions instead of making users reconstruct their progress.
A guided resume workflow and reusable library make it easier to create, manage, and apply with the right version.
Application analytics help job seekers understand patterns and make more informed adjustments to their strategy.

Client value & next validation
Users validated the calendar, AI-assisted resume builder, job board, and stored application credentials — and asked for skill assessments, resource integration, and resume review with ATS checking.
The team presented research-backed product recommendations directly to the client. Outcomes are framed as intended value rather than invented product metrics.
An open brief means research defines the product. Testing confirmed the core concept — and showed exactly where to refine next.
The problem looked like sales. The system behind it was bigger — staffing, service consistency, training, customer behavior, and local demand all shaped the number.