AI reporting template

Survey Analysis Report Template

Move from raw survey responses to a defensible summary of what respondents said. The template combines closed-question distributions, segment comparisons, and coded open-text themes in one report.

Use this template free
Research & insightsPer studyResearch report

Best for Researchers, customer experience teams, product managers, HR teams, consultants, and nonprofit organizations.

Built around the review

A useful template should lead to decisions, not just charts.

This structure starts with the questions stakeholders need answered, then defines the evidence and finished deliverable required to support the discussion.

Decisions this template should support

  1. 1What conclusions are supported by the response data?
  2. 2Which differences between segments are decision-relevant?
  3. 3What limitations should stakeholders understand before acting?

What the finished deliverable includes

  • Method and sample summary
  • Question-level findings
  • Cross-tab and open-text analysis
  • Limitations and recommendations

Recommended source fields

  • Respondent ID
  • Response date
  • Closed-question answers
  • Open-text comments
  • Relevant segments
  • Survey weight if used

Key metrics

  • Response count
  • Answer distribution
  • Average score
  • Top-box percentage
  • Segment differences
  • Theme frequency

Suggested report sections

  • Method and sample
  • Headline findings
  • Question-level results
  • Cross-tab analysis
  • Open-text themes
  • Limitations and recommendations

Copy this prompt

Start with a complete reporting brief

Upload your source file, paste this prompt, and then refine the output for your audience and reporting definitions.

“Create a survey analysis report. Summarize response distributions, compare important respondent segments, analyze open-text themes, state sample limitations, and conclude with evidence-based recommendations.”

How to use this template

From source data to a review-ready research report

Use the same four-step workflow each per study cycle so the analysis stays comparable while the narrative responds to what changed.

01

Add the source data

Upload the latest Excel or CSV exports and include the prior comparison period.

02

Confirm the review brief

Define the audience, reporting period, metric rules, and which 3 questions matter most.

03

Challenge the analysis

Check totals, definitions, outliers, and whether each conclusion is supported by visible evidence.

04

Refine and deliver

Revise charts or narrative with AI, then export the finished research report in an editable format.

Data preparation

Make the result easier to validate

  1. 1Remove direct personal identifiers.
  2. 2Document question wording and answer scales.
  3. 3Use caution when comparing very small respondent groups.

FAQ

Using this template

Can it analyze both ratings and comments?

Yes. The template is designed to combine structured responses with open-text feedback.

Can I compare respondent segments?

Yes. Include relevant demographic, customer, employee, or behavioral segment fields.

Will the report mention limitations?

The prompt explicitly requests sample and interpretation limitations, which should be reviewed by the researcher.

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