statistical-experimental-evaluation SKILL.md skillA
statistical-experimental-evaluation from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fourteen1416/academic-agent-toolkit/statistical-experimental-evaluation@git:20260923.a0e7f79Pins git:20260923.a0e7f79 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fourteen1416/academic-agent-toolkit
- Path
academic-toolkit/skills/data-statistics-analyst/references/arc-stat-research/skills/statistical-experimental-evaluation/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260923.a0e7f79, committed Sep 23, 2026
- Size
- 2,209 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
Design and run statistical experiments that test the formal problem, proposed methods, theoretical predictions, baselines, and ablations.
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
# Statistical Experimental Evaluation
## Overview
Use this skill after formulation, method proposal, and theory. Experiments
should test specific claims and theoretical predictions.
## Experiment Plan
Define:
- Conditions or data-generating processes
- Real data source or synthetic data generator
- Sample sizes, folds, repetitions, seeds, or resamples
- Proposed method
- Baselines
- Ablations
- Diagnostics
- Metrics
- Failure accounting
## Required Artifacts
```text
experiments/<TOPIC_ID>/config.yaml
experiments/<TOPIC_ID>/src/
experiments/<TOPIC_ID>/results/metrics.json
experiments/<TOPIC_ID>/results/run_manifest.json
experiments/<TOPIC_ID>/results/comparison_summary.md
experiments/<TOPIC_ID>/results/claim_verdicts.json
experiments/<TOPIC_ID>/report/paper.md
experiments/<TOPIC_ID>/README.md
```
## Evidence Schema
Use a row-oriented metric format:
```json
{
"topic_id": "TXX",
"metric_rows": [
{
"claim_id": "C1",
"method": "proposed_method",
"baseline": "standard_method",
"condition": "stress_condition",
"metric": "risk",
"value": 0.12,
"status": "ok"
}
]
}
```
Claim verdicts should connect theory and experiments:
…Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/statistical-experimental-evaluation@sha256:365cf7b3b7531f99The line at the top of this page pins the label git:20260923.a0e7f79, 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_si5dycppbgwccxte)
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Versions
The registry has recorded 1 version of this file, committed on Sep 23, 2026.
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 (2209 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
fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_si5dycppbgwccxte GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/statistical-experimental-evaluation GET https://markdownregistry.com/api/v1/blob/365cf7b3b7531f99cb8424138526606deb946531bc3eb01d47f4d5d5efeb45b8
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.