Menu
Try It Now Free

Templates · UX research findings

UX Research Analysis Template (free)

Structure your UX research findings into themes, insights, and next steps — so you can stop drowning in notes and start making confident product decisions.

Analyze your data freeJump to the full template
Free to copyNo sign-upReviewed by Junu Yang

What is in it

Template components

Research Context
Summarize the study goal, participant count, method used, and the core question you were trying to answer.
Example: 6 moderated usability sessions with mid-market SaaS users testing the new onboarding flow; goal was to identify where users drop off before activating their first integration.
Raw Observations
List the key behaviors, quotes, and friction points you observed — one bullet per distinct finding, unedited.
Example: 4 of 6 users skipped the tooltip on the API key screen; 3 users said "I didn't realize I had to do this myself"; 2 users opened a new tab to search for documentation mid-task.
Themes & Patterns
Group your observations into 3–5 recurring themes that represent shared pain points or behaviors across participants.
Example: Theme 1 — Unclear technical requirements (4/6 users); Theme 2 — Missing in-product guidance at critical steps (3/6 users); Theme 3 — Overreliance on external documentation (2/6 users).
Recommended Actions
For each theme, write one specific, prioritized action your product or design team should take based on the evidence.
Example: Add inline contextual help to the API key input field explaining where to find the key and estimated time to complete; deprioritize tooltip redesign until copy is validated.

The template

The full template, ready to copy

UX Research Analysis Template
[Analyst Name] · [May 2026] · [UX research sessions]
1. Analysis Setup
Data source
[8 moderated UX research sessions including usability test observations, think-aloud comments, and post-session interview quotes]
Date range
[April 8, 2026 – April 19, 2026]
Analyst name
[Jordan Lee, UX Researcher]
Research question this analysis answers
[What usability issues and positive moments most strongly shape how participants find information, complete key tasks, and understand the product experience?]
Tip: Keep your analysis setup specific so anyone reviewing this artifact knows exactly which sessions, date range, and decision-making question the coding work is tied to.
2. Step 1 — Code Your Excerpts
Step 1 overview
Start with raw excerpts from UX research sessions, then apply short descriptive codes/tags that capture what is happening in the moment.
Excerpt 1
"Okay, I need to update my billing details... I assumed it would be under Account, but now I'm in Workspace Settings, and this feels like admin stuff? I'm kind of bouncing around because none of these labels are what I expected."
navigation confusion terminology mismatch
Excerpt 2
"I clicked 'Save' and... did it work? Nothing changed on the page. I'm hesitating to move on because I don't want to lose it, but I also don't want to save it twice."
missing feedback/confirmation unexpected behavior
Excerpt 3
"There are just... a lot of things shouting at me here. Banner, side panel, tips, this chart, and then another button row. I'm not sure where I'm supposed to start for the task you asked me to do."
information overload task failure
Excerpt 4
"Oh wow, that was actually nice. I typed the customer's name and it immediately pulled the right record with the recent activity underneath. That's way faster than I expected."
delight moment
Excerpt 5
"When you say 'archive,' I think that means it's still around and I can restore it later. But the warning message sounds more permanent, so now I'm nervous to click it."
terminology mismatch missing feedback/confirmation
Excerpt 6
"I opened the filter drawer because I wanted only unresolved tickets, but applying the filter reset my search text. I didn't expect those two things to conflict, and now I have to reconstruct what I just did."
unexpected behavior task failure
Excerpt 7
"I kept looking for a 'Projects' tab because that's how my team talks about this work, but everything here says 'Initiatives.' I probably wouldn't have found this on my own without poking every menu."
navigation confusion terminology mismatch task failure
Excerpt 8
"The progress checkmarks are great. Even when I wasn't totally sure what came next, seeing step 2 marked complete made me feel like, okay, I'm moving forward and I didn't miss anything."
delight moment missing feedback/confirmation
Tip: A good code is short, reusable, and descriptive of what the excerpt shows—not a solution, and not a summary of the entire session.
3. Step 2 — Group Codes into Themes
Step 2 overview
Once excerpts are coded, cluster related codes into broader themes that explain recurring patterns across sessions.
Navigation & Wayfinding
Participants struggled to predict where features, settings, and workflows would live in the interface.
navigation confusion · 2 excerpts task failure · 1 excerpt
Task Completion Friction
Key tasks broke down when the system interrupted flow, removed progress, or failed to support confident completion.
task failure · 3 excerpts unexpected behavior · 2 excerpts missing feedback/confirmation · 1 excerpt
Mental Model Mismatches
Product language and interaction patterns did not always match how participants expected concepts to work.
terminology mismatch · 3 excerpts unexpected behavior · 1 excerpt
UI Clarity Issues
Dense screens and weak system feedback made it harder for participants to understand state, priority, and next steps.
information overload · 1 excerpt missing feedback/confirmation · 3 excerpts
Positive Moments
A few interactions created speed, reassurance, and delight by making progress visible or reducing effort.
delight moment · 2 excerpts missing feedback/confirmation · 1 excerpt
Tip: Themes should explain a meaningful pattern across multiple excerpts. If a theme sounds like a single UI bug, it is probably still a code, not yet a theme.
4. Theme Summary Cards
Navigation & Wayfinding · 2 total excerpts
Key insight: Participants often knew what they wanted to do, but not where the product expected them to go to do it.
Representative quote: "I assumed it would be under Account, but now I'm in Workspace Settings... I'm kind of bouncing around because none of these labels are what I expected."
Recommended action: Revisit IA and menu labels for high-frequency tasks; validate with a tree test or first-click test.
Task Completion Friction · 3 total excerpts
Key insight: Participants lost momentum when the product reset work, obscured completion state, or behaved inconsistently during critical flows.
Representative quote: "Applying the filter reset my search text. I didn't expect those two things to conflict, and now I have to reconstruct what I just did."
Recommended action: Audit top task flows for state persistence, recovery paths, and completion clarity; prioritize fixes for steps with observed failure.
Mental Model Mismatches · 3 total excerpts
Key insight: Language like "Initiatives" and "archive" did not align with participant expectations, creating hesitation and search failures.
Representative quote: "I kept looking for a 'Projects' tab because that's how my team talks about this work, but everything here says 'Initiatives.'"
Recommended action: Review product terminology with users and customer-facing teams; rename or clarify labels that conflict with common mental models.
UI Clarity Issues · 3 total excerpts
Key insight: Visual density and weak system feedback made participants uncertain about priority, status, and what to do next.
Representative quote: "There are just... a lot of things shouting at me here... I'm not sure where I'm supposed to start."
Recommended action: Simplify dense screens, strengthen hierarchy, and add clearer success states, confirmations, and progress indicators.
Positive Moments · 2 total excerpts
Key insight: Fast retrieval, clear progress signals, and reassuring feedback created trust and made the experience feel easier than expected.
Representative quote: "The progress checkmarks are great... seeing step 2 marked complete made me feel like, okay, I'm moving forward."
Recommended action: Preserve and expand these patterns in adjacent workflows to reinforce confidence and reduce perceived effort.
5. Analysis Wrap-Up
Top finding
[Users can often describe their goal clearly, but struggle because labels, locations, and system responses do not consistently match their expectations.]
Most urgent theme
[Task Completion Friction]
Recommended next step
[Prioritize 2–3 high-severity workflow fixes, then run a follow-up validation round focused on completion, confidence, and error recovery.]
Share with (stakeholder)
[Product Manager, Design Lead, UX Writer, Engineering Manager]
Date completed
[May 2, 2026]
Tip: Your wrap-up should translate analysis into decisions—what matters most, what to fix first, and who needs to act on it.

How to use

How to use it

  1. Gather your raw session data
    Pull together all notes, recordings, or transcripts from your UX research sessions into one place before you start filling in the template.
  2. Fill in the Research Context section first
    Write down the study goal and method upfront so every insight you record stays tied to the original question you were trying to answer.
  3. Dump observations without filtering
    Capture every notable behavior and quote in the Raw Observations section exactly as you saw or heard it — you'll filter and group later.
  4. Cluster into themes, then assign actions
    Review your observations, group related findings into 3–5 themes, and write one concrete next step for each theme before sharing with your team.

Filled in

What it looks like filled in

Unclear Onboarding Requirements
"I had no idea I needed to generate an API key first — I thought it would just connect automatically."
→ Add a pre-step checklist to the onboarding flow that lists everything users need to have ready before starting the integration setup.
Lack of In-Product Guidance at Critical Steps
"There was nothing telling me if I'd done it right — I just had to guess and hope it worked."
→ Introduce real-time inline validation with success and error states on the API key and webhook configuration fields.
Users Abandoning Flow to Find External Help
"I ended up Googling it because the docs inside the app didn't answer my question."
→ Embed contextual help links directly on the screens where users most frequently leave the flow, surfacing the relevant help article in a side panel rather than a new tab.

Or skip it

Why teams skip the template

Usercall reads the UX research findings for you and drafts the themes, quotes and recommendations. See how qualitative analysis works.

  • Manually tagging hundreds of quotes is brutally slow
    Even with a structured template, grouping raw observations into themes across 6+ sessions can take several hours and is highly subjective depending on who does it.
  • Patterns are easy to miss when you're close to the data
    When you've run the sessions yourself, confirmation bias creeps in — you unconsciously weight quotes that match what you already believe and undercount weaker signals.
  • Templates don't scale beyond a handful of sessions
    Once you're running continuous discovery or analyzing feedback from dozens of users at once, a spreadsheet-based template breaks down and insights get buried or lost entirely.

Keep reading

More templates.

Other free templates, and the product pages that fill them in for you.

Reviewed by

Junu Yang
Founder of Usercall. 15+ years in qualitative research and insight led strategy

Analyze your UX research findings automatically — no template needed

Free to start. Upload transcripts, notes or survey responses and get themes with the quotes attached.

Analyze your data freeOpen a real report