---
title: "Validate Analysis - Air Market"
description: "You have an analysis and a meeting coming up, and you would rather find the mistake yourself. This goes back over the method, the calculations, and the aggregation logic, and asks whether your conclu…"
canonical: "https://airmarket.ai/app/validate-data"
---

[Air Market](/) / [Data & Analytics](/category/data) / Validate Analysis

Skill by [Anthropic](/@anthropics)

# Validate Analysis

Check the analysis before the room does

## What this does

You have an analysis and a meeting coming up, and you would rather find the mistake yourself. This goes back over the method, the calculations, and the aggregation logic, and asks whether your conclusions are actually held up by the numbers. Reach for it in the gap between finishing the work and sharing it.

### Top 3 things it does for you

- Spot-check the math in an analysis
- Sanity-check a SQL query's results
- Ask whether the conclusion really follows

## Information

**Validate Analysis at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Anthropic](/@anthropics) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 15 KB |
| Licence | Apache-2.0 |
| Repository | [anthropics/knowledge-work-plugins](https://github.com/anthropics/knowledge-work-plugins/tree/9789ea78ad66e395a9c709146cacecdc14ce2abf/data/skills/validate-data) |
| GitHub stars | 23,642 (as of Nov 2026) |
| Installs | 3,877, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Validate Analysis and flagged nothing. AIR's verdict: **safe**.

**What Validate Analysis's check was run against**

|  |  |
| --- | --- |
| Commit | 9789ea78ad66e395a9c709146cacecdc14ce2abf |
| Content hash | c7d3baa652907e1fd7a195ce103ffae9eddd27a29d132de38cc271ad4236b4ac |
| Files read | [Browse the files at this exact commit](https://github.com/anthropics/knowledge-work-plugins/blob/9789ea78ad66e395a9c709146cacecdc14ce2abf/data/skills/validate-data/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Validate Analysis](/security/validate-data)

## About Validate Analysis

An analysis is easiest to correct in the hour before you send it. This is a review pass for that hour: methodology, accuracy, and bias, gone over deliberately rather than skimmed.

Use it before a stakeholder presentation, when spot-checking calculations and aggregation logic, when a query's results look almost right, or when you want to test whether the conclusion is really supported by the data underneath it.

## What's inside

- SKILL.md - instructions

## Questions

### Is Validate Analysis safe to install?

AIR scanned this exact version of Validate Analysis and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 9789ea78ad66, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/validate-data.

### How do I install Validate Analysis?

Open https://airmarket.ai/app/validate-data on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/anthropics/knowledge-work-plugins/tree/9789ea78ad66e395a9c709146cacecdc14ce2abf/data/skills/validate-data. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Anthropic](/@anthropics)

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Canonical URL: <https://airmarket.ai/app/validate-data>