---
title: "Stat Result Validator - Air Market"
description: "You have finished a piece of statistical research and want to know where it is weak before someone else finds out. This checks the work over: whether the problem was well formulated, whether the meth…"
canonical: "https://airmarket.ai/app/stat-result-validator"
---

[Air Market](/) / [Research](/category/research) / Stat Result Validator

Skill by [AIMING Lab](/@aiming-lab)

# Stat Result Validator

Check your research holds together before anyone else does

## What this does

You have finished a piece of statistical research and want to know where it is weak before someone else finds out. This checks the work over: whether the problem was well formulated, whether the method matches it, whether theory and evidence are present, whether the comparison was fair, and whether the final claims are consistent. Reach for it before you submit or ship.

### Top 3 things it does for you

- Check whether the method really addresses the problem posed
- Verify the experimental evidence supports the claims
- Confirm the comparison against alternatives was fair

## Information

**Stat Result Validator at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [AIMING Lab](/@aiming-lab) |
| Category | [Research](/category/research) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 4 KB |
| Licence | MIT |
| Repository | [aiming-lab/AutoResearchClaw](https://github.com/aiming-lab/AutoResearchClaw/tree/12d3fd809fa9658e91a0328c3280a0e462c78386/external/agents/stat_research_agent/skills/stat-result-validator) |
| GitHub stars | 14,165 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Stat Result Validator and flagged nothing. AIR's verdict: **safe**.

**What Stat Result Validator's check was run against**

|  |  |
| --- | --- |
| Commit | 12d3fd809fa9658e91a0328c3280a0e462c78386 |
| Content hash | 75bce0ce5c65bcca6f15397249c06daa9416fd03ab3551e47a429650e2f67dbc |
| Files read | [Browse the files at this exact commit](https://github.com/aiming-lab/AutoResearchClaw/blob/12d3fd809fa9658e91a0328c3280a0e462c78386/external/agents/stat_research_agent/skills/stat-result-validator/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 Stat Result Validator](/security/stat-result-validator)

## About Stat Result Validator

This validates statistical research outputs across several dimensions: the quality of the formulation, whether the method aligns with the problem, whether theory is present, whether experimental evidence is there, whether the comparison is fair, whether the artifacts are complete, and whether the final claims are consistent.

## What's inside

- SKILL.md - instructions

## Questions

### Is Stat Result Validator safe to install?

AIR scanned this exact version of Stat Result Validator and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 12d3fd809fa9, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/stat-result-validator.

### How do I install Stat Result Validator?

Open https://airmarket.ai/app/stat-result-validator 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/aiming-lab/AutoResearchClaw/tree/12d3fd809fa9658e91a0328c3280a0e462c78386/external/agents/stat_research_agent/skills/stat-result-validator. Install from that link, not the branch.

## Related on Air Market

- [More Research listings](/category/research)
- [Everything by AIMING Lab](/@aiming-lab)

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Canonical URL: <https://airmarket.ai/app/stat-result-validator>