Senior Data Scientist
borghei/Claude-Skills
A skill your agent uses when the user asks to "design an experiment", "build a predictive model", "run A/B test analysis", "perform causal inference", "engineer features", "evaluate model…
A skill your agent uses when designing or defending the empirical identification of a Journal of Applied Econometrics (JAE) manuscript — a credible strategy applied to real data, with assumptions…
Install Jape Identification Strategy
$ npx skills add franklee16/academic-research-skills --skill jape-identification-strategy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills jape-identification-strategy --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy .claude/skills/jape-identification-strategy && rm -rf skills-srcUse ~/.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/
Install the "jape-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy into .claude/skills/jape-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jape-identification-strategy", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategyType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add franklee16/academic-research-skills --skill jape-identification-strategy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills jape-identification-strategy --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy .agents/skills/jape-identification-strategy && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jape-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy into .agents/skills/jape-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jape-identification-strategy", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add franklee16/academic-research-skills --skill jape-identification-strategy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills jape-identification-strategy --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy .cursor/skills/jape-identification-strategy && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "jape-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy into .cursor/skills/jape-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jape-identification-strategy", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/franklee16/academic-research-skills.git --path Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add franklee16/academic-research-skills --skill jape-identification-strategy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills jape-identification-strategy --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy .gemini/skills/jape-identification-strategy && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "jape-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy into .gemini/skills/jape-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jape-identification-strategy", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install franklee16/academic-research-skills jape-identification-strategyInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add franklee16/academic-research-skills --skill jape-identification-strategy -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy .github/skills/jape-identification-strategy && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "jape-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy into .github/skills/jape-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jape-identification-strategy", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add franklee16/academic-research-skills --skill jape-identification-strategy -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install franklee16/academic-research-skills jape-identification-strategy --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy .opencode/skills/jape-identification-strategy && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "jape-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy into .opencode/skills/jape-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jape-identification-strategy", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
jape-identification-strategy- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~707 tokens
- SKILL.md length
- 258 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when designing or defending the empirical identification of a Journal of Applied Econometrics (JAE) manuscript — a credible strategy applied to real data, with assumptions…
- Defending the empirical identification of a Journal of Applied Econometrics (JAE) manuscript — a credible strategy applied to real data
- SKILL.md covers When to trigger, JAE is applied: identification…, Common designs and… and Reproducibility is part of…, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- With assumptions stated
What it does
Jape Identification Strategy is an agent skill from franklee16/academic-research-skills. Use when designing or defending the empirical identification of a Journal of Applied Econometrics (JAE) manuscript — a credible strategy applied to real data, with assumptions stated, tested, and reproducible. Covers time-series, panel, IV, and quasi-experimental designs typical of applied econometrics, tying every claim to depositable evidence.
Its SKILL.md is about 710 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 Forecasting and time series, Econometrics and empirical research and Experimental design. 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
- Defending the empirical identification of a Journal of Applied Econometrics (JAE) manuscript — a credible strategy applied to real data
- With assumptions stated
Example prompts
- “/jape-identification-strategy”
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
Jape Identification Strategy loads about 707 tokens when it runs. Until then it costs about 94 tokens; SKILL.md has 258 words of instructions outside code blocks.
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 258 words (~707 tokens).
“JAE publishes applications on real data, so identification is a credible empirical strategy, not a theorem. The bar: a clearly stated estimand, explicit identifying assumptions, and diagnostics that test them, all reproducible from deposited code/data. Separate the econometric object from…”
- name
- jape-identification-strategy
Files
Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy 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
Jape Identification Strategy 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Jape Identification Strategy this skillfranklee16/academic-research-skills | 223 | 1 repos | ~707 | Automated safety check: Pass | None | |
| Senior Data Scientistborghei/Claude-Skills | 891 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Figurebrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~5.9k | Automated safety check: Pass | Custom licence | |
| Causalai-analyst-lab/ai-analyst | 304 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Fin Experiment Designcsmar432/finai-research | 109 | — | ~4.2k | Automated safety check: Pass | MIT | |
| Judea PearlK-Dense-AI/mimeo | 282 | — | ~1.7k | Automated safety check: Pass | MIT |
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Figure
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Causal
ai-analyst-lab/ai-analyst
Causal inference toolkit for when experiments are not possible: estimate treatment effects from observational data with assumption checks and mandatory caveats.
Fin Experiment Design
csmar432/finai-research
经济金融实证方法设计。根据研究想法和REFINEDDESIGN.md，生成完整的实证研究设计方案，覆盖识别策略选择、样本构建、变量定义、稳健性检验清单和内生性处理方案。
Judea Pearl
K-Dense-AI/mimeo
Applies Judea Pearl's causal reasoning frameworks to distinguish correlation from causation, evaluate AI capabilities, and make counterfactual decisions.
Academic Paper Verify
brycewang-stanford/Auto-Empirical-Research-Skills
Thoroughly verify all code, tables, figures, modeling decisions, and quantitative claims in an academic paper against its source R scripts and output files.
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Related
Categories
Questions about Jape Identification Strategy
What does Jape Identification Strategy do?
A skill your agent uses when designing or defending the empirical identification of a Journal of Applied Econometrics (JAE) manuscript — a credible strategy applied to real data, with assumptions…. Jape Identification Strategy is an agent skill from franklee16/academic-research-skills. Use when designing or defending the empirical identification of a Journal of Applied Econometrics (JAE) manuscript — a credible strategy applied to real data, with assumptions stated, tested, and reproducible.
When should I use Jape Identification Strategy?
Jape Identification Strategy fits situations like: defending the empirical identification of a Journal of Applied Econometrics (JAE) manuscript — a credible strategy applied to real data; with assumptions stated.
How do I install Jape Identification Strategy in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill jape-identification-strategy -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy in franklee16/academic-research-skills) into .claude/skills/jape-identification-strategy in your project. Claude Code loads it when a task matches its description.
How do I install Jape Identification Strategy in Codex?
Run `npx skills add franklee16/academic-research-skills --skill jape-identification-strategy -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-identification-strategy in franklee16/academic-research-skills) into .agents/skills/jape-identification-strategy in your project. Codex loads it when a task matches its description.
Can I use Jape Identification Strategy 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 jape-identification-strategy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jape-identification-strategy, .gemini/skills/jape-identification-strategy, .github/skills/jape-identification-strategy and .opencode/skills/jape-identification-strategy in your project.
What does Jape Identification Strategy need to run?
SKILL.md names no scripts, command-line tools or credentials: Jape Identification Strategy is instructions for the agent only.
Does Jape Identification Strategy 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 Jape Identification Strategy 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 Jape Identification Strategy use?
No licence was found for Jape Identification Strategy or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Jape Identification Strategy use?
About 707 tokens (SKILL.md is roughly 2.8k 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 Jape Identification Strategy?
Skills that share tags, products or a category with Jape Identification Strategy: Senior Data Scientist (borghei/Claude-Skills, 891 stars), Figure (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars), Causal (ai-analyst-lab/ai-analyst, 304 stars) and Fin Experiment Design (csmar432/finai-research, 109 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jape Identification Strategy?
franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 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.