Agent skill

Amr Data Analysis

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence, running thought experiments and counterfactuals…

No licenceAuto-check passedData & Analytics

Install Amr Data Analysis

skills CLI
$ npx skills add franklee16/academic-research-skills --skill amr-data-analysis -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install franklee16/academic-research-skills amr-data-analysis --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Academy-of-Management-Review-Skills/skills/amr-data-analysis .claude/skills/amr-data-analysis && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
amr-data-analysis
GitHub stars
223
Used in
1 other repo
Token cost
~1.5k tokens
SKILL.md length
686 words
Files
1
Skills in repo
1,616
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence, running thought experiments and counterfactuals…

  • Works in 4 steps: Premise-to-conclusion check (per… → Thought experiment / counterfactual → Alternative-explanation audit → …
  • Stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence
  • SKILL.md covers The empirical-analog reframe…, When to trigger, The four logic tests and Internal-coherence checks…, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Amr Data Analysis is an agent skill from franklee16/academic-research-skills. Use when stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence, running thought experiments and counterfactuals, addressing alternative explanations and disconfirming cases, and verifying each proposition follows from its argument. This is ARGUMENT DEVELOPMENT, NOT data analysis; AMR publishes no datasets, no statistics, and no empirical results.

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Data & Analytics, covering Data analysis, Load testing and Statistics. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • Stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence
  • Running thought experiments and counterfactuals
  • Addressing alternative explanations and disconfirming cases
  • Verifying each proposition follows from its argument

Example prompts

  • “/amr-data-analysis”

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Premise-to-conclusion check (per proposition)
  2. Thought experiment / counterfactual
  3. Alternative-explanation audit
  4. Disconfirming-case search

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. 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.

    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.

Context cost

Amr Data Analysis loads about 1.5k tokens when it runs. Until then it costs about 106 tokens; SKILL.md has 686 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~106
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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

Auto-check passed

The automated check found no risky patterns in SKILL.md.

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 686 words (~1,509 tokens).

“This skill replaces an empirical "identification + robustness" stage. The mapping:”

— opening of SKILL.md by franklee16
name
amr-data-analysis

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Academy-of-Management-Review-Skills/skills/amr-data-analysis of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Amr Data Analysis next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Amr Data Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Amr Data Analysis this skillfranklee16/academic-research-skills2231 repos~1.5kAutomated safety check: PassNone
MatlabzLanqing/codex-claude-academic-skills4.6k9 repos~2.3kAutomated safety check: NotesGPL-3.0
Eqtl Catalogue Region FetchClawBio/ClawBio1.2k1 repos~4.3kAutomated safety check: PassMIT
CSV Data Analysis5zjk5/prompt-engineering127—~2.6kAutomated safety check: PassNone
Meridian MMM Model Buildinggoogle/meridian1.6k—~2.5kAutomated safety check: PassApache-2.0
Gwas Catalog Region FetchClawBio/ClawBio1.2k1 repos~3.5kAutomated safety check: PassMIT

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Questions about Amr Data Analysis

What does Amr Data Analysis do?

A skill your agent uses when stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence, running thought experiments and counterfactuals…. Amr Data Analysis is an agent skill from franklee16/academic-research-skills. Use when stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence, running thought experiments and counterfactuals, addressing alternative explanations and disconfirming cases, and verifying each proposition follows from its argument.

When should I use Amr Data Analysis?

Amr Data Analysis fits situations like: stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence; running thought experiments and counterfactuals; addressing alternative explanations and disconfirming cases; verifying each proposition follows from its argument.

How do I install Amr Data Analysis in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill amr-data-analysis -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Academy-of-Management-Review-Skills/skills/amr-data-analysis in franklee16/academic-research-skills) into .claude/skills/amr-data-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Amr Data Analysis in Codex?

Run `npx skills add franklee16/academic-research-skills --skill amr-data-analysis -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Academy-of-Management-Review-Skills/skills/amr-data-analysis in franklee16/academic-research-skills) into .agents/skills/amr-data-analysis in your project. Codex loads it when a task matches its description.

Can I use Amr Data Analysis in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add franklee16/academic-research-skills --skill amr-data-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/amr-data-analysis, .gemini/skills/amr-data-analysis, .github/skills/amr-data-analysis and .opencode/skills/amr-data-analysis in your project.

What does Amr Data Analysis need to run?

SKILL.md names no scripts, command-line tools or credentials: Amr Data Analysis is instructions for the agent only.

Does Amr Data Analysis access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Amr Data Analysis safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Amr Data Analysis use?

No licence was found for Amr Data Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Amr Data Analysis use?

About 1.5k tokens (SKILL.md is roughly 6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Amr Data Analysis?

Skills that share tags, products or a category with Amr Data Analysis: Matlab (zLanqing/codex-claude-academic-skills, 4.6k stars), Eqtl Catalogue Region Fetch (ClawBio/ClawBio, 1.2k stars), CSV Data Analysis (5zjk5/prompt-engineering, 127 stars) and Meridian MMM Model Building (google/meridian, 1.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Amr Data Analysis?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,616 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.