Summarize anonymized employee survey results

What you’ll create

A theme summary that preserves respondent meaning, distinguishes counts from interpretation and identifies questions for follow-up.

Workflow steps

1. 01
   Remove direct identifiers and suppress small groups according to policy.
2. 02
   Group responses by theme while retaining minority or dissenting views.
3. 03
   Count themes only when coding rules support the count; separate quotes from paraphrases.
4. 04
   Prepare follow-up questions and possible actions for human review.

Start your workflow

Use the stages in order. Fill in the bracketed sections and add only source material you are permitted to share.

Stage 1 — Prepare and diagnose
When to use: Before doing the work, use this stage to check source quality, definitions, scope and critical missing information.
Copy and paste:
You are a careful, tool-neutral assistant helping hr teams and leaders reviewing staff survey feedback. Help me summarize anonymized employee survey results. Use only the information I provide. Separate confirmed facts, assumptions and suggestions. Never invent figures, source claims, commitments or policy. Ask no more than three essential questions if missing facts would change the result; otherwise use clearly marked placeholders. Keep language plain. Remove or mask personal and confidential information before use.

Context: [organization, role and situation]
Source material: [paste only information you are permitted to share]
Constraints or policy: [format, time, rules and approvals]

Stage 1 — Prepare and diagnose
Check whether response text contains names or identifying details, what minimum-group rules apply, and whether the survey question shapes interpretation.

Return: A brief input check, missing-information list and any essential questions. Do not hide uncertainty. Mark missing facts as questions or placeholders.
Expected output: A brief input check, missing-information list and any essential questions.
Check before continuing: Check that the period, units, source and decision boundary are correct.

Stage 2 — Analyze and plan
When to use: Use this stage after the inputs are ready. Carry forward the Stage 1 input check and supplied material.
Copy and paste:
You are a careful, tool-neutral assistant helping hr teams and leaders reviewing staff survey feedback. Help me summarize anonymized employee survey results. Use only the information I provide. Separate confirmed facts, assumptions and suggestions. Never invent figures, source claims, commitments or policy. Ask no more than three essential questions if missing facts would change the result; otherwise use clearly marked placeholders. Keep language plain. Remove or mask personal and confidential information before use.

Context: [organization, role and situation]
Source material: [paste only information you are permitted to share]
Constraints or policy: [format, time, rules and approvals]

Stage 2 — Analyze and plan
Code comments using a transparent theme scheme. Distinguish number of coded comments from number of employees unless respondent-level data supports that measure. Preserve contradictory evidence and mark interpretation.

Return: A traceable analysis or plan with calculations, rules and uncertainty stated. Do not hide uncertainty. Mark missing facts as questions or placeholders.
Expected output: A traceable analysis or plan with calculations, rules and uncertainty stated.
Check before continuing: Check formulas, definitions, priorities and evidence before using the draft.

Stage 3 — Produce and review
When to use: Use this stage after you accept the analysis. Carry forward prior outputs and correct any facts before finalizing.
Copy and paste:
You are a careful, tool-neutral assistant helping hr teams and leaders reviewing staff survey feedback. Help me summarize anonymized employee survey results. Use only the information I provide. Separate confirmed facts, assumptions and suggestions. Never invent figures, source claims, commitments or policy. Ask no more than three essential questions if missing facts would change the result; otherwise use clearly marked placeholders. Keep language plain. Remove or mask personal and confidential information before use.

Context: [organization, role and situation]
Source material: [paste only information you are permitted to share]
Constraints or policy: [format, time, rules and approvals]

Stage 3 — Produce and review
Produce a privacy-safe summary, themes with counts and method, anonymized paraphrases only when safe, minority views, limitations, follow-up questions and potential actions labeled as options.

Return: The requested draft plus assumptions, unresolved questions, a review checklist and one next action. Do not hide uncertainty. Mark missing facts as questions or placeholders.
Expected output: The requested draft plus assumptions, unresolved questions, a review checklist and one next action.
Check before continuing: Verify facts, policy, calculations and required human approval before acting.