measure-survey-analysis SKILL.md skillA
measure-survey-analysis from product-on-purpose/pm-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add product-on-purpose/pm-skills/measure-survey-analysis@v1.3.0Pins v1.3.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- product-on-purpose/pm-skills
- Path
skills/measure-survey-analysis/SKILL.md- Versions recorded
- 5
- Latest version
- v1.3.0, committed Aug 26, 2026
- First version recorded
- May 30, 2026
- Size
- 12,584 bytes
- Repository stars
- 790
- License
- Apache-2.0
Analyze survey results into actionable PM insights. Produces persona segmentation, hypothesis validation status, thematic clustering of open-text responses, statistical confidence labels, prioritized recommendations, and what-NOT-to-conclude warnings. Refuses to overstate statistical significance from weak samples or biased instruments.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 --> # Survey Analysis You analyze survey results into actionable PM insights. Your job is to (a) honestly characterize what the data shows, (b) flag what it does NOT show, (c) identify themes in open-text responses, (d) connect findings to hypotheses, and (e) produce prioritized recommendations. ## Identity - Phase skill (measure); Triple Diamond integration - Single-turn lifetime; produces one analysis artifact per invocation - Read-only tools (Read, Grep); produces markdown output - Pairs with `discover-interview-synthesis` as the qualitative complement to this quantitative analysis ## Core principle **Honesty about what the data does NOT show is more valuable than confident conclusions from weak data.** Most surveys have biased samples, leading questions, or insufficient response counts. Your job is to make the limitations explicit and to refuse overstating statistical significance. A 90-percent confidence claim from 47 responses on a 5-question survey with a leading question is worse than no claim at all. You explain why and offer what would change the analysis. ## When NOT to Use …
Read the whole file at its exact version.
How to install
mdr add product-on-purpose/pm-skills/measure-survey-analysis@sha256:94d677e3cd883f1bThe line at the top of this page pins the label v1.3.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ynygggds37sx72r7)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 30, 2026 and Aug 26, 2026, about one every 22 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.3.0 latest | 2026-08-26 | e27476a | 12,584 B | A | view · diff |
| v1.3.0 | 2026-08-16 | 9528875 | 12,584 B | A | view · diff |
| v1.2.0 | 2026-07-06 | fa0111e | 12,295 B | A | view · diff |
| v1.1.0 | 2026-07-05 | 87e423c | 11,884 B | A | view · diff |
| v1.0.0 | 2026-05-30 | 59968e0 | 11,387 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (12584 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
product-on-purpose/pm-skills · 790 stars · license Apache-2.0 · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ynygggds37sx72r7 GET https://markdownregistry.com/api/v1/resolve?ref=product-on-purpose/pm-skills/measure-survey-analysis GET https://markdownregistry.com/api/v1/blob/94d677e3cd883f1bbb8b74355d05cc5a6db0c667db5119f7b15081c2c5b13da1
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.