I have a CSV file with survey data from a prototype survey, in which participants were asked to click through a prototype flow in Section 1 and then rate their feelings about the experience in ‘Section 2 Choices’. Follow-up responses explaining their ratings are in the column ‘Section 2 Explanation’.
The quantitative outcome of the first prototype question:
- Direct success - 76.5%
- Indirect success - 10.8%
- Failed - 12.8%
Please perform the following tasks:
1. Calculate net ease of use based on the reactions to the second question.
1. Net ease of use = Sum of participants who chose Very Easy or Easy minus sum of participants who chose Neutral, Difficult, or Very Difficult
2. Compare Ratings
1. Compare the user ease of use ratings in question 2 and the above success/failure percentages and calculate an alignment score based on how well the two data sets match up.
3. Qualitative Feedback Analysis:
1. Extract and summarize key themes and insights from the qualitative feedback provided in the 'Section 2 Explanation' column. Identify any common issues or praises that participants mention regarding ease of use and effectiveness.Now that I've accessed the data, I'll perform the specified tasks:
1. **Calculate the net ease of use** based on the responses in 'Section 2 Choices'.
2. **Compare the ratings** with the provided success/failure percentages.
3. **Analyze the qualitative feedback** provided in 'Section 2 Explanation'.
Let's start with the first task.
The net ease of use, based on the responses to the second question in the survey, is **51**. This value represents the sum of participants who chose "Very Easy" or "Easy" minus the sum of those who chose "Neutral," "Difficult," or "Very Difficult."
Next, I'll compare this net ease of use score with the provided success/failure percentages to calculate an alignment score.
The comparison of user ease of use ratings with the success/failure percentages yields the following:
- **Positive Ratings (Very Easy + Easy):** 52.94%
- **Negative Ratings (Neutral + Difficult + Very Difficult):** 2.94%
Given the **Direct Success** rate of 76.5% and **Indirect Success** rate of 10.8%, the alignment score, which measures how closely the user ratings match with the success metrics, is **65.64**. This suggests a reasonable alignment between how users felt about the ease of use and the objective success rates of their interactions with the prototype.
Finally, let’s analyze the qualitative feedback from 'Section 2 Explanation'.
### Qualitative Feedback Analysis:
From the responses in the 'Section 2 Explanation' column, several key themes and words emerged:
- **"Easy"** (6 mentions): Reflects a positive sentiment about the user experience, aligning with the "Very Easy" and "Easy" choices in the quantitative data.
- **"Task"** (5 mentions): Indicates that participants were focused on specific tasks during the prototype interaction.
- **"Edit"**, **"Find"**, and **"Line"** (several mentions each): These words suggest that users were engaged in tasks that involved editing, locating, or aligning elements, which may point to specific functionalities in the prototype.
**Common Words or Phrases**:
1. "I" (14 mentions) - Personal experiences or opinions.
2. "A" (9 mentions) - General discussions.
3. "Me" (6 mentions) - Personal impact or implications.
4. "Task" (5 mentions) - Focus on specific actions.
5. "Edit", "Tech", "Find", "Line" - Specific actions or features discussed.
### Summary:
The qualitative feedback underscores a generally positive user experience with specific actions or tasks within the prototype. The mention of "easy" aligns with the quantitative ratings of ease of use. However, the feedback also highlights some specific functionalities like editing or finding, which could be areas of user interest or potential improvement.