Writing Livekit Scenarios
livekit-examples/agent-starter-python
Creates and maintains the scenarios a LiveKit agent simulation runs, and wires the agent to consume them.
A skill your agent uses when the causal identification strategy is the bottleneck for a Journal of Development Economics (JDE) manuscript — RCT/field experiment, DID, IV, RDD in low- and…
Install Jde Identification Strategy
$ npx skills add franklee16/academic-research-skills --skill jde-identification-strategy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills jde-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-Development-Economics-Skills/skills/jde-identification-strategy .claude/skills/jde-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 "jde-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-identification-strategy into .claude/skills/jde-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jde-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-Development-Economics-Skills/skills/jde-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 jde-identification-strategy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills jde-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-Development-Economics-Skills/skills/jde-identification-strategy .agents/skills/jde-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 "jde-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-identification-strategy into .agents/skills/jde-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jde-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 jde-identification-strategy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills jde-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-Development-Economics-Skills/skills/jde-identification-strategy .cursor/skills/jde-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 "jde-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-identification-strategy into .cursor/skills/jde-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jde-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-Development-Economics-Skills/skills/jde-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 jde-identification-strategy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills jde-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-Development-Economics-Skills/skills/jde-identification-strategy .gemini/skills/jde-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 "jde-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-identification-strategy into .gemini/skills/jde-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jde-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 jde-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 jde-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-Development-Economics-Skills/skills/jde-identification-strategy .github/skills/jde-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 "jde-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-identification-strategy into .github/skills/jde-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jde-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 jde-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 jde-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-Development-Economics-Skills/skills/jde-identification-strategy .opencode/skills/jde-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 "jde-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-identification-strategy into .opencode/skills/jde-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jde-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
jde-identification-strategy- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~1.1k tokens
- SKILL.md length
- 461 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when the causal identification strategy is the bottleneck for a Journal of Development Economics (JDE) manuscript — RCT/field experiment, DID, IV, RDD in low- and…
- Works in 5 steps: RCT / field experiment with a registered… → Sharp/fuzzy RDD at a clean program or… → DID / event study off a credibly… → …
- The causal identification strategy is the bottleneck for a Journal of Development Economics (JDE) manuscript — RCT/field experiment
- SKILL.md covers When to trigger, The JDE identification bar, Branch paths and Anti-patterns, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jde Identification Strategy is an agent skill from franklee16/academic-research-skills. Use when the causal identification strategy is the bottleneck for a Journal of Development Economics (JDE) manuscript — RCT/field experiment, DID, IV, RDD in low- and middle-income settings. Stress-tests the design against development-economics empirical norms before tables are drafted.
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 Testing & QA, covering Load testing. 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
- The causal identification strategy is the bottleneck for a Journal of Development Economics (JDE) manuscript — RCT/field experiment
- RDD in low- and middle-income settings
Example prompts
- “/jde-identification-strategy”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- RCT / field experiment with a registered pre-analysis plan, balance, and attrition handling — the modal credible design in modern…
- Sharp/fuzzy RDD at a clean program or eligibility threshold (common in targeted transfer and education programs)
- DID / event study off a credibly exogenous policy or shock, using modern estimators
- IV with a strong first stage and a defended, institutionally-grounded exclusion restriction
- Selection-on-observables / matching — acceptable only as a complement, rarely the spine
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
Jde Identification Strategy loads about 1.1k tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 461 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 461 words (~1,090 tokens).
“Development economics has been a leader in the credibility revolution, and JDE referees apply a demanding identification standard while respecting that field settings are messy. The implicit credibility ranking (strong → weaker):”
- name
- jde-identification-strategy
Files
Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-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
Jde 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 |
|---|---|---|---|---|---|---|
| Jde Identification Strategy this skillfranklee16/academic-research-skills | 223 | 1 repos | ~1.1k | Automated safety check: Pass | None | |
| Writing Livekit Scenarioslivekit-examples/agent-starter-python | 264 | 1 repos | ~2.5k | Automated safety check: Pass | MIT | |
| Go Testingcxuu/golang-skills | 173 | 1 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Goalcraftgrp06/goalcraft | 102 | — | ~3.8k | Automated safety check: Pass | MIT | |
| Thinking Partnermattnowdev/thinking-partner | 206 | — | ~4.4k | Automated safety check: Pass | MIT | |
| Visionkunchenguid/vision | 331 | — | ~2.9k | Automated safety check: Pass | MIT |
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Draft and stress-test a VISION.md for a repository, then iterate with the author on an interactive review board until approved.
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Related
Categories
Questions about Jde Identification Strategy
What does Jde Identification Strategy do?
A skill your agent uses when the causal identification strategy is the bottleneck for a Journal of Development Economics (JDE) manuscript — RCT/field experiment, DID, IV, RDD in low- and…. Jde Identification Strategy is an agent skill from franklee16/academic-research-skills. Use when the causal identification strategy is the bottleneck for a Journal of Development Economics (JDE) manuscript — RCT/field experiment, DID, IV, RDD in low- and middle-income settings.
When should I use Jde Identification Strategy?
Jde Identification Strategy fits situations like: the causal identification strategy is the bottleneck for a Journal of Development Economics (JDE) manuscript — RCT/field experiment; RDD in low- and middle-income settings.
How do I install Jde Identification Strategy in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill jde-identification-strategy -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-identification-strategy in franklee16/academic-research-skills) into .claude/skills/jde-identification-strategy in your project. Claude Code loads it when a task matches its description.
How do I install Jde Identification Strategy in Codex?
Run `npx skills add franklee16/academic-research-skills --skill jde-identification-strategy -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Development-Economics-Skills/skills/jde-identification-strategy in franklee16/academic-research-skills) into .agents/skills/jde-identification-strategy in your project. Codex loads it when a task matches its description.
Can I use Jde 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 jde-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/jde-identification-strategy, .gemini/skills/jde-identification-strategy, .github/skills/jde-identification-strategy and .opencode/skills/jde-identification-strategy in your project.
What does Jde Identification Strategy need to run?
SKILL.md names no scripts, command-line tools or credentials: Jde Identification Strategy is instructions for the agent only.
Does Jde 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 Jde 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 Jde Identification Strategy use?
No licence was found for Jde Identification Strategy or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Jde Identification Strategy 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 Jde Identification Strategy?
Skills that share tags, products or a category with Jde Identification Strategy: Writing Livekit Scenarios (livekit-examples/agent-starter-python, 264 stars), Go Testing (cxuu/golang-skills, 173 stars), Goalcraft (grp06/goalcraft, 102 stars) and Thinking Partner (mattnowdev/thinking-partner, 206 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jde 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.