Organize raw user research findings into clear themes, patterns, and actionable insights your team can actually use.
The template
Research Goal & Context
Write the core question you were trying to answer and the method used to gather data.
Example: Understand why trial users aren't converting to paid — conducted 8 user interviews with users who churned after a 14-day trial.
Raw Observations & Quotes
Paste or summarize the most significant things participants said or did, one observation per row.
Example: "I didn't realize I could connect my CRM until day 12" — 5 of 8 users missed the integrations tab entirely during onboarding.
Emerging Themes & Patterns
Group related observations into named themes and note how many participants each theme appeared in.
Example: Theme — "Hidden value features": 6/8 users never discovered key integrations; linked to low activation and early churn.
Recommended Actions
For each theme, write one specific next step the product or marketing team should take.
Example: Add a contextual tooltip highlighting the integrations tab on day 2 of onboarding to surface value before day 7.
How to use it
Gather your raw data Collect all interview notes, survey responses, or session observations into one place before you start synthesizing.
Fill in observations without editing yourself Paste quotes and notes as-is into the Raw Observations section — resist the urge to interpret yet, just capture.
Cluster observations into themes Read through all observations and group them by similarity, then give each cluster a short descriptive theme name.
Turn each theme into one action Write a single, specific recommended action per theme so findings translate directly into product or roadmap decisions.
What it looks like filled in
Onboarding Confusion
"I spent the first week just trying to figure out where everything was — I almost gave up on day three."
→ Redesign the empty state on first login to include a guided 3-step setup checklist with progress tracking.
Hidden Integration Value
"When I finally connected Slack, everything clicked — I just wish I'd found it on day one instead of day ten."
→ Introduce an integrations prompt at the end of day-2 onboarding email and surface it in the main nav tooltip.
Unclear Pricing Value
"I couldn't justify the upgrade because I wasn't sure what I'd actually get that I didn't already have for free."
→ Add a side-by-side feature comparison on the upgrade prompt screen highlighting the top 3 paid-only capabilities.
Why teams skip the template
Manually reading every response takes hours Combing through dozens of interview transcripts or survey responses to find patterns is time-consuming and easy to rush when deadlines hit.
Themes shift depending on who does the analysis Different team members grouping the same quotes will often produce different themes, making findings inconsistent across research rounds.
Turning observations into actions gets deprioritized By the time you've clustered themes, writing clear recommended actions often gets skipped or stays too vague to drive real product decisions.
Analyze your user research findings automatically — no template needed
