Inclusive Experiment Analysis

What it does

When your agent uses it

• Checking whether an experiment benefits
• Harms different user groups
• Planning segmentation dimensions
• Auditing test/control balance

Example prompts

• “/inclusive-experiment-analysis”

Requirements

• Compatibility (from SKILL.md): Codex, Claude Code, and other Agent Skills-compatible clients.

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

1. 1Identify which user groups could experience the change differently.
2. 2Choose dimensions that are relevant, ethical, and available.
3. 3Check test/control balance for important dimensions when possible.
4. 4Include accessibility, bandwidth, device, privacy, geography, and usage-level
5. 5Analyze subgroup outcomes without cherry-picking.
6. 6Recommend launch, mitigation, follow-up testing, or deeper research.

What it can do on your machine

Read from SKILL.md and the folder at commit 3e1456a. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  No URLs in SKILL.md.

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names no API keys, tokens, secrets or passwords.

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

• Compatibility

  Codex, Claude Code, and other Agent Skills-compatible clients.

  From compatibility in the SKILL.md frontmatter.

Context cost

Inclusive Experiment Analysis loads about 863 tokens when it runs, and up to ~2.1k if it reads all its reference files. Until then it costs about 112 tokens; SKILL.md has 245 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~112

When it runs · the whole SKILL.md, loaded when a task matches

~863

With references · SKILL.md plus every file in references/, read only if the agent opens them

~2.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from hashgraph-online/awesome-codex-plugins at commit 3e1456a, republished under its MIT licence (© hashgraph-online). 245 words, ~863 tokens.

name

inclusive-experiment-analysis

description

Evaluate A/B tests for inclusive product impact across user groups, accessibility needs, device constraints, privacy behavior, bandwidth, geography, and underrepresented segments. Use when checking whether an experiment benefits or harms different user groups, planning segmentation dimensions, auditing test/control balance, interpreting subgroup effects, or reviewing product changes for inclusive experimentation.

compatibility

Codex, Claude Code, and other Agent Skills-compatible clients.

license

MIT

metadata.version

0.1.0

metadata.displayName

Inclusive Experiment Analysis

metadata.category

Product Management

metadata.tags

practical-ab-testing,ab-testing,experimentation,inclusive-design,product-analytics

# Inclusive Experiment Review

## Change Under Review
[What is changing and who may be affected.]

## User Dimensions
| Dimension | Why It Matters | Data Available? | Use In Analysis? |
|-----------|----------------|-----------------|------------------|

## Balance And Impact
| Segment | Control | Test | Result | Concern |
|---------|---------|------|--------|---------|

## Risks
- Accessibility:
- Device or bandwidth:
- Privacy or consent:
- Representation:
- Data limitations:

## Recommendation
[Ship | Ship with mitigation | Do not ship | Investigate] because [reason].

© hashgraph-online, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 5 other files (references) in plugins/LVTD-LLC/skills/skills/inclusive-experiment-analysis of hashgraph-online/awesome-codex-plugins.

• SKILL.md
• guidelines.md
• references/core/examples.md
• references/core/knowledge.md
• references/core/rules.md
• workflows/review-inclusive-impact.md

Open the folder on GitHubat commit 3e1456a