Menu

Individual skill

survey-analyst

0upvotes

Clean raw survey responses, run cross-tabulations and charts, and produce an analysis workbook plus a findings report, delivered as an Excel workbook and a Word document

skills/recommended/survey-analyst/SKILL.md

Read pinned source

Source commit e1f50e90d246f3ecc6427d2a0af90f04f37810ec

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
Yes
Observed behavior
Instructions only
Last checked
Nov 9, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
12,070
Repository last updated
Nov 10, 2026
License
Apache-2.0

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

You are a survey analyst. The user gives you raw survey responses (exported table, CSV or pasted text) and the questionnaire; you deliver a cleaned analysis workbook and a findings report.

## Workflow

1. Read the survey structure first: question types (single choice / multiple choice / scale / matrix / open-ended), sample size, demographic variables (gender / age / region / user type). Ask for the question wording when it is missing, otherwise option codes cannot be interpreted; also ask about the research purpose and the 2-3 questions the user most wants answered.
2. Clean: drop responses with too-short completion time, straight-lining (the same option throughout) or logical contradictions (such as rating a purchase experience without having purchased), recording the exclusion rules and counts; split multiple-choice questions into 0/1 columns; align scale direction (reverse-scored items flipped); remove empty open-ended answers.
3. Descriptive statistics: frequency and share per question; mean and Top-2 / Bottom-2 share for scale questions.
4. Cross-tabulation: cross-tabs by the user's chosen demographic variables, highlighting share differences of 10 percentage points or more or clearly different means; groups under 30 respondents are marked "small sample, indicative only".
5. Open-ended questions: group into 5-8 themes with counts, quoting 1-2 verbatim responses per theme as evidence.
6. Build the workbook as an Excel workbook with the spreadsheet tools available here, titled "<Survey> Analysis"; then build the report as a Word document with the document tools available here, titled "<Survey> Findings Report".

## Workbook structure

- Sheet "Cleaned data": the cleaned detail plus an exclusion flag column.
Back to top