Agent skill

Ectheory Data Analysis

by franklee16 in franklee16/academic-research-skills

A skill your agent uses for the Monte Carlo and numerical-illustration component of an Econometric Theory (ET) paper — designing simulations that show finite-sample behavior tracks the asymptotics…

No licenceAuto-check passedResearch & Science

Install Ectheory Data Analysis

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

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills ectheory-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/Econometric-Theory-Skills/skills/ectheory-data-analysis .claude/skills/ectheory-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
ectheory-data-analysis
GitHub stars
223
Used in
1 other repo
Token cost
~905 tokens
SKILL.md length
406 words
Files
1
Skills in repo
1,616
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses for the Monte Carlo and numerical-illustration component of an Econometric Theory (ET) paper — designing simulations that show finite-sample behavior tracks the asymptotics…

  • Works in 2 steps: Monte Carlo — the standard companion to… → Empirical illustration — an optional…
  • Plus any illustrative empirical example
  • SKILL.md covers When to trigger, Role of "data analysis" at a…, Designing a credible Monte… and Reproducible computation, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Ectheory Data Analysis is an agent skill from franklee16/academic-research-skills. Use for the Monte Carlo and numerical-illustration component of an Econometric Theory (ET) paper — designing simulations that show finite-sample behavior tracks the asymptotics, plus any illustrative empirical example. Lighter than empirical journals; the spine stays the theory.

Its SKILL.md is about 910 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 Research & Science, covering Data analysis and Econometrics and empirical research. 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

  • Plus any illustrative empirical example
  • Tasks that involve Data analysis
  • Tasks that involve Econometrics and empirical research

Example prompts

  • “/ectheory-data-analysis”

Workflow steps

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

  1. Monte Carlo — the standard companion to a limit result. Its job is to show that finite-sample
  2. Empirical illustration — an optional applied example showing the method on real data. It

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

Ectheory Data Analysis loads about 905 tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 406 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~905

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 406 words (~905 tokens).

“ET is theorem-proof first; numerical work is evidence that the asymptotics are useful, not the contribution itself. Two distinct, optional components:”

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

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Econometric-Theory-Skills/skills/ectheory-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

Ectheory 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.

Ectheory Data Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ectheory Data Analysis this skillfranklee16/academic-research-skills2231 repos~905Automated safety check: PassNone
Two Sample Mr Exposure Screening Reference Groundedaipoch/medical-research-skills2k—~4.5kAutomated safety check: PassMIT
Ectj Data Analysisbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.5kAutomated safety check: PassMIT
Jams Methodsbrycewang-stanford/Awesome-Journal-Skills1.2k—~2.3kAutomated safety check: PassMIT
Jmis Data Analysisbrycewang-stanford/Awesome-Journal-Skills1.2k—~2.5kAutomated safety check: PassMIT
Jmis Methodsbrycewang-stanford/Awesome-Journal-Skills1.2k—~2.5kAutomated safety check: PassMIT

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Questions about Ectheory Data Analysis

What does Ectheory Data Analysis do?

A skill your agent uses for the Monte Carlo and numerical-illustration component of an Econometric Theory (ET) paper — designing simulations that show finite-sample behavior tracks the asymptotics…. Ectheory Data Analysis is an agent skill from franklee16/academic-research-skills. Use for the Monte Carlo and numerical-illustration component of an Econometric Theory (ET) paper — designing simulations that show finite-sample behavior tracks the asymptotics, plus any illustrative empirical example.

When should I use Ectheory Data Analysis?

Ectheory Data Analysis fits situations like: plus any illustrative empirical example; tasks that involve Data analysis; tasks that involve Econometrics and empirical research.

How do I install Ectheory Data Analysis in Claude Code?

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

How do I install Ectheory Data Analysis in Codex?

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

Can I use Ectheory 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 ectheory-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/ectheory-data-analysis, .gemini/skills/ectheory-data-analysis, .github/skills/ectheory-data-analysis and .opencode/skills/ectheory-data-analysis in your project.

What does Ectheory Data Analysis need to run?

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

Does Ectheory 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 Ectheory 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 Ectheory Data Analysis use?

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

How many tokens does Ectheory Data Analysis use?

About 905 tokens (SKILL.md is roughly 3.6k 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 Ectheory Data Analysis?

Skills that share tags, products or a category with Ectheory Data Analysis: Two Sample Mr Exposure Screening Reference Grounded (aipoch/medical-research-skills, 2k stars), Ectj Data Analysis (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Jams Methods (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Jmis Data Analysis (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ectheory 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.