# Step 4: Analyze Test Results

**Paste this when you switch to the results section of the demo. You can show the Useberry results dashboard alongside this.**

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The test is complete - all 10 participants finished with 0 drop-offs. Here are the results from Useberry, plus my own observations from watching the session recordings.

## Useberry Data

### Time on Task
| Design | Avg Time |
|--------|----------|
| Design 1 (Approach A) | 1m 11.2s |
| Design 2 (Approach B) | 51.5s |
| Design 3 (Approach C) | 57.7s |

### Task Discoverability (self-reported: "Which tasks were you able to find?")
| Task | Design 1 | Design 2 | Design 3 |
|------|----------|----------|----------|
| Add a new contact | 100% | 90% | 100% |
| Edit email schedule | 100% | 70% | 80% |
| Delete a contact | 80% | 70% | 90% |
| Toggle active/inactive | 100% | 90% | 90% |
| **Avg discoverability** | **93%** | **77%** | **90%** |

### Overall Preference
| Design | Votes | % |
|--------|-------|---|
| Design 2 | 7 | **70%** |
| Design 1 | 2 | 20% |
| Design 3 | 1 | 10% |

### Qualitative Feedback
- "Most easy navigation" (chose Design 2)
- "Edit and add buttons were very clear and easy to find" (chose Design 2)
- "Easy access to every bit of editing, adding new contact and overall design" (chose Design 2)
- "The first design was more intuitive. It had clear pop-ups and everything had its own section" (chose Design 1)
- "Design 3 seemed like you need more know-how and to explore more" (chose Design 1)

## My observations from the recordings

After watching all 10 session recordings, here's what I noticed:

- **Design 2 users were more relaxed and confident** - they clicked around quickly, found Add and Edit fast, and generally seemed comfortable. But several missed the schedule editing feature because it wasn't prominent enough in the side panel.

- **Design 1 users were thorough but slower** - the modal pattern made them explore systematically. They found more features but the experience felt heavier. A few participants commented that it felt "like an old admin panel."

- **Design 3 confused a couple of participants** - the inline editing pattern wasn't immediately obvious. Two participants tried clicking table cells expecting them to become editable, but the interaction model was slightly different from what they expected.

- **The schedule editing task was the hardest across all designs** - participants hesitated most here. In Design 2 especially, the day/time configuration was buried inside the side panel.

- **Delete was surprisingly hard to find in Design 2** - the icon was subtle. Participants who found it said it was fine, but 30% didn't find it at all.

## What I need

Analyze these results together - the quantitative data and my qualitative observations. Give me:

1. What's the main story here? What's surprising?
2. Which design should we go with and why?
3. What specific improvements should we make to the winning design based on the gaps we found?
4. What should we prioritize first vs. later?