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Install in OpenClaw
/install statistical-analysis-advisor
Description
Recommends appropriate statistical methods (T-test vs ANOVA, etc.) based.
Usage Guidance
This skill appears coherent and self-contained: it recommends statistical tests, documents assumptions, and includes a local Python script and reference guides. Before installing or executing: 1) Inspect scripts/main.py yourself (or run python -m py_compile scripts/main.py) to confirm there are no unexpected network calls or subprocess usage; the provided excerpts show none but you should verify the whole file. 2) Run the script locally with non-sensitive, synthetic data to confirm behavior. 3) Do not feed secrets or production datasets unless you review how inputs/outputs are handled. 4) Treat the recommendations as advisory — the SKILL.md itself warns that human verification is required for research/publication use.
Capability Analysis
Type: OpenClaw Skill
Name: statistical-analysis-advisor
Version: 1.0.0
The statistical-analysis-advisor skill is a legitimate tool designed to recommend statistical methods and perform power analysis. The core logic in scripts/main.py uses standard mathematical formulas and decision trees to provide recommendations based on user-provided data characteristics. There is no evidence of data exfiltration, malicious execution, or unauthorized system access; the script does not even utilize high-risk libraries like os, subprocess, or requests. The documentation in SKILL.md and the references/ directory is purely educational and aligns perfectly with the stated purpose.
Capability Assessment
Purpose & Capability
The name/description (statistical test recommendations) match the provided materials: a decision tree, assumption checks, and power-analysis helpers in scripts/main.py and supporting references. There are no unrelated environment vars, binaries, or cloud credentials requested.
Instruction Scope
SKILL.md instructs the agent to validate inputs, run the packaged script (scripts/main.py), and return structured results. The instructions do not ask the agent to read arbitrary system files, harvest environment variables, or transmit results to external endpoints. The doc explicitly notes it does not access raw data directly and focuses on recommendations rather than automatic data exfiltration or side effects.
Install Mechanism
There is no install spec; this is an instruction + packaged script skill. That lowers risk because nothing is downloaded or installed automatically. Requirements.txt lists small, reasonable Python-only entries (dataclasses, enum).
Credentials
The skill declares no required environment variables, credentials, or config paths. The code and docs operate on inputs supplied by the user, so no secret access is requested or implied.
Persistence & Privilege
The skill is not always-enabled and does not request elevated or persistent privileges. There is no indication it modifies other skills or global agent configuration.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install statistical-analysis-advisor - After installation, invoke the skill by name or use
/statistical-analysis-advisor - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of "statistical-analysis-advisor" skill.
- Provides intelligent recommendations for choosing appropriate statistical tests (T-test, ANOVA, Chi-square, etc.) based on user input.
- Includes guidance on assumption checking (normality, homogeneity, independence).
- Supports power analysis and sample size estimation.
- Workflow enforces structured, reproducible, and auditable outputs.
- Documents risks, limitations, and security practices for proper usage.
- No actual data analysis performed; human verification required for recommendations.
Metadata
Frequently Asked Questions
What is Statistical Analysis Advisor?
Recommends appropriate statistical methods (T-test vs ANOVA, etc.) based. It is an AI Agent Skill for Claude Code / OpenClaw, with 176 downloads so far.
How do I install Statistical Analysis Advisor?
Run "/install statistical-analysis-advisor" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Statistical Analysis Advisor free?
Yes, Statistical Analysis Advisor is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Statistical Analysis Advisor support?
Statistical Analysis Advisor is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Statistical Analysis Advisor?
It is built and maintained by AIpoch (@aipoch-ai); the current version is v1.0.0.
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