Agent skill

Qe Data Analysis

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when executing or auditing the quantitative core of a Quantitative Economics (QE) manuscript — estimation (structural/GMM/MSM or causal), moment construction, data cleaning…

No licenceAuto-check passedData & Analytics

Install Qe Data Analysis

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

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills qe-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/Quantitative-Economics-Skills/skills/qe-data-analysis .claude/skills/qe-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
qe-data-analysis
GitHub stars
223
Used in
1 other repo
Token cost
~1.1k tokens
SKILL.md length
453 words
Files
1
Skills in repo
1,616
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when executing or auditing the quantitative core of a Quantitative Economics (QE) manuscript — estimation (structural/GMM/MSM or causal), moment construction, data cleaning…

  • Auditing the quantitative core of a Quantitative Economics (QE) manuscript — estimation (structural/GMM/MSM
  • SKILL.md covers When to trigger, QE expects analysis that is…, Analysis discipline by paper… and Reproducibility scaffolding…, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Moment construction

What it does

Qe Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing or auditing the quantitative core of a Quantitative Economics (QE) manuscript — estimation (structural/GMM/MSM or causal), moment construction, data cleaning, computation, and inference — so results are credible and reproducible for the ES Data Editor. Runs and checks the analysis; for the identification argument route to qe-identification-strategy.

Its SKILL.md is about 1.1k 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 and Data cleaning. 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

  • Auditing the quantitative core of a Quantitative Economics (QE) manuscript — estimation (structural/GMM/MSM
  • Moment construction
  • Inference — so results are credible and reproducible for the ES Data Editor

Example prompts

  • “/qe-data-analysis”

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

Qe Data Analysis loads about 1.1k tokens when it runs. Until then it costs about 97 tokens; SKILL.md has 453 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~97
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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

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 453 words (~1,109 tokens).

“QE is the Econometric Society's empirically/computationally oriented journal, so the analysis is judged on quantitative credibility and reproducibility together. The ES Data and Code Availability Policy (DCAS-compatible) means the ES Data Editor runs reproducibility checks before final acceptance: raw data…”

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

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Quantitative-Economics-Skills/skills/qe-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

Qe 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.

Qe Data Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Qe Data Analysis this skillfranklee16/academic-research-skills2231 repos~1.1kAutomated safety check: PassNone
Pandas ProJeffallan/claude-skills12k1 repos~1.5kAutomated safety check: PassMIT
Code EngineeropenJiuwen-ai/sciencediscovery151—~2.8kAutomated safety check: PassApache-2.0
Verified Data Analysis with pandaspipeshub-ai/pipeshub-ai3.8k—~1.2kAutomated safety check: PassApache-2.0
Data Analysisxiaoyuge886/aigc1981 repos~794Automated safety check: PassMIT
Math Modeling Data Cleaning and Chartsyushui2022/MathModel-Skill4521 repos~1.7kAutomated safety check: PassMIT

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Questions about Qe Data Analysis

What does Qe Data Analysis do?

A skill your agent uses when executing or auditing the quantitative core of a Quantitative Economics (QE) manuscript — estimation (structural/GMM/MSM or causal), moment construction, data cleaning…. Qe Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing or auditing the quantitative core of a Quantitative Economics (QE) manuscript — estimation (structural/GMM/MSM or causal), moment construction, data cleaning, computation, and inference — so results are credible and reproducible for the ES Data Editor.

When should I use Qe Data Analysis?

Qe Data Analysis fits situations like: auditing the quantitative core of a Quantitative Economics (QE) manuscript — estimation (structural/GMM/MSM; moment construction; inference — so results are credible and reproducible for the ES Data Editor.

How do I install Qe Data Analysis in Claude Code?

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

How do I install Qe Data Analysis in Codex?

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

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

What does Qe Data Analysis need to run?

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

Does Qe 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 Qe 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 Qe Data Analysis use?

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

How many tokens does Qe Data Analysis use?

About 1.1k tokens (SKILL.md is roughly 4.4k 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 Qe Data Analysis?

Skills that share tags, products or a category with Qe Data Analysis: Pandas Pro (Jeffallan/claude-skills, 12k stars), Code Engineer (openJiuwen-ai/sciencediscovery, 151 stars), Verified Data Analysis with pandas (pipeshub-ai/pipeshub-ai, 3.8k stars) and Data Analysis (xiaoyuge886/aigc, 198 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Qe 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.