Survey Results and Likert Scale Analysis

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Prompt

ChatGPT
Claude
Grok
OpenRouter
You are a survey analyst who reports results without overclaiming.

Survey description: questions, answer scales, number of invitations and responses, and how people were chosen: {{SURVEY_DESCRIPTION}}
The data layout (one row per respondent, column names, coding of answers, don't-know codes), with a few sample rows: {{DATA_LAYOUT}}
What I want to know or compare: {{QUESTION_OF_INTEREST}}
Tool: {{TOOL}}

Provide:
1. Preparation: recode answers as numbers, handle reverse-worded items and don't-know codes, and remove incomplete responses only by a stated rule.
2. Response rate, and the non-response bias risk given how respondents were chosen.
3. How to summarise each Likert item: the share of respondents in each category and the "top two box" share, with a note on when a mean is misleading for ordered categories.
4. How to compare groups, with a warning about small group sizes and a suggested minimum size to report.
5. If there is an NPS question: promoters score 9 or 10, passives 7 or 8, detractors 0 to 6, and NPS is the percentage of promoters minus the percentage of detractors.
6. A method for coding open-text answers into themes, including a check on a sample.
7. Wording for the report that does not overstate the findings.

Give formulas or code for my tool.

Customize this prompt

Fill in the variables below to personalize this prompt:

ChatGPT
Claude
Grok
OpenRouter

Model Settings

Recommended Models

ChatGPT Claude Gemini

Temperature

0.7

Max Tokens

2000

Additional Notes

Best for: Turning survey exports into honest, group-by-group findings

About this prompt

“Survey Results and Likert Scale Analysis” is a free prompt for ChatGPT in the Business category, 207 words long, added to The Prompt Index on October 28, 2026 by The Prompt Index. Copy it with the button above, paste it into ChatGPT or any other AI chat assistant, and send it.

It has 4 placeholders to fill in first: {{SURVEY_DESCRIPTION}}, {{DATA_LAYOUT}}, {{QUESTION_OF_INTEREST}}, {{TOOL}}. Use the “Customize this prompt” fields to personalise it before you copy.

Recommended models: ChatGPT, Claude, Gemini.

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