Alina Bezchotnikova
Free Lesson

Numbers vs Interviews: Why Analytics and Research Disagree

30 min
Oct 26, 2026 10:00 AM

By continuing, you agree to Maven's Terms and Privacy Policy.

What you'll learn

A real case where the dashboard and the interviews disagreed

Usage said the feature worked. Users said it didn't. Walk through what each source could and couldn't see.

Apply the triangulation rule that resolves the conflict

Which source answers "how many" vs "why", and what to do when they still point in opposite directions.

Write one finding both the PM and the researcher will sign

A one-paragraph template: the number, the quote, the confidence, the next step. Steal it for your next roadmap debate.

Why this topic matters

Product analytics and user interviews usually live with different people, and each side pushes its own source. The result is two opinions instead of one answer. This session takes one real case where the dashboard and the interviews pointed in opposite directions and shows how to reconcile them: what each source can actually see, which questions belong to which, and how to write the finding so nobody has to lose the argument.

You'll learn from

Alina Bezchotnikova

Alina Bezchotnikova

Principal UX, Product Insights · 17 yrs B2B SaaS · PhD

See all products from Alina
Get free access