Customers do not experience your roadmap. They experience a string of moments: an ad, a sign-up, a first screen, a support reply. A PM who can see those moments, and prove which ones hurt, decides better than one who only reads feature requests. In 2026 AI agents can summarise research in minutes, which makes human judgement (asking good questions, spotting bias, talking to real people) the skill that matters most. This course is part of the PILOT Program “Launch & experience” pillar. For the research and data-science side, see UX Research & Data Science.
Work through these in order. Every recommended step can be completed for $0. Each step shows exactly what you earn and what it costs.
Later (optional, paid): the W3C course’s edX Verified Certificate costs $99, and the Google certificate costs $49 per month on Coursera without financial aid. You do not need either to finish this course.
Do these on your real GitLab project board. No code, and no new projects.
Claude is very good at the slow part of research: reading ten pages of interview notes and proposing themes. It is not good at knowing whether those themes are true. Your job moves from typing summaries to challenging them and checking them with real people.
Bring your touchpoint inventory to a Curiosity Coach and talk it through.
Book A CoachYour 12-week PILOT path: Weeks 6-7 of 12. Move at your own pace; the order is a suggestion, not a rule.