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 stress-testing the empirical identification strategy for a Journal of Banking & Finance manuscript, including bank panels, policy shocks, event studies, IV, staggered…
Install Jbf Identification Strategy
$ npx skills add franklee16/academic-research-skills --skill jbf-identification-strategy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills jbf-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-Banking-and-Finance-Skills/skills/jbf-identification-strategy .claude/skills/jbf-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 "jbf-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-identification-strategy into .claude/skills/jbf-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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-Banking-and-Finance-Skills/skills/jbf-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 jbf-identification-strategy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills jbf-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-Banking-and-Finance-Skills/skills/jbf-identification-strategy .agents/skills/jbf-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 "jbf-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-identification-strategy into .agents/skills/jbf-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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 jbf-identification-strategy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills jbf-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-Banking-and-Finance-Skills/skills/jbf-identification-strategy .cursor/skills/jbf-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 "jbf-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-identification-strategy into .cursor/skills/jbf-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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-Banking-and-Finance-Skills/skills/jbf-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 jbf-identification-strategy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills jbf-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-Banking-and-Finance-Skills/skills/jbf-identification-strategy .gemini/skills/jbf-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 "jbf-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-identification-strategy into .gemini/skills/jbf-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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 jbf-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 jbf-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-Banking-and-Finance-Skills/skills/jbf-identification-strategy .github/skills/jbf-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 "jbf-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-identification-strategy into .github/skills/jbf-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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 jbf-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 jbf-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-Banking-and-Finance-Skills/skills/jbf-identification-strategy .opencode/skills/jbf-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 "jbf-identification-strategy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-identification-strategy into .opencode/skills/jbf-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jbf-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
jbf-identification-strategy- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~637 tokens
- SKILL.md length
- 266 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when stress-testing the empirical identification strategy for a Journal of Banking & Finance manuscript, including bank panels, policy shocks, event studies, IV, staggered…
- Stress-testing the empirical identification strategy for a Journal of Banking & Finance manuscript
- SKILL.md covers When to trigger, JBF credibility bar, Design checks by strategy and Minimum referee-proof package, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Including bank panels
What it does
Jbf Identification Strategy is an agent skill from franklee16/academic-research-skills. Use when stress-testing the empirical identification strategy for a Journal of Banking & Finance manuscript, including bank panels, policy shocks, event studies, IV, staggered DID, dynamic panels, and endogeneity threats.
Its SKILL.md is about 640 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
- Stress-testing the empirical identification strategy for a Journal of Banking & Finance manuscript
- Including bank panels
- Endogeneity threats
Example prompts
- “/jbf-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
Jbf Identification Strategy loads about 637 tokens when it runs. Until then it costs about 62 tokens; SKILL.md has 266 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 266 words (~637 tokens).
“Finance referees usually ask whether the result is driven by omitted risk, selection, reverse causality, market-wide shocks, or correlated bank/firm traits. The design must make the identifying variation visible.”
- name
- jbf-identification-strategy
Files
Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-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
Jbf 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 |
|---|---|---|---|---|---|---|
| Jbf Identification Strategy this skillfranklee16/academic-research-skills | 223 | 1 repos | ~637 | 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 | 172 | 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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Related
Categories
Questions about Jbf Identification Strategy
What does Jbf Identification Strategy do?
A skill your agent uses when stress-testing the empirical identification strategy for a Journal of Banking & Finance manuscript, including bank panels, policy shocks, event studies, IV, staggered…. Jbf Identification Strategy is an agent skill from franklee16/academic-research-skills. Use when stress-testing the empirical identification strategy for a Journal of Banking & Finance manuscript, including bank panels, policy shocks, event studies, IV, staggered DID, dynamic panels, and endogeneity threats.
When should I use Jbf Identification Strategy?
Jbf Identification Strategy fits situations like: stress-testing the empirical identification strategy for a Journal of Banking & Finance manuscript; including bank panels; endogeneity threats.
How do I install Jbf Identification Strategy in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill jbf-identification-strategy -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-identification-strategy in franklee16/academic-research-skills) into .claude/skills/jbf-identification-strategy in your project. Claude Code loads it when a task matches its description.
How do I install Jbf Identification Strategy in Codex?
Run `npx skills add franklee16/academic-research-skills --skill jbf-identification-strategy -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Banking-and-Finance-Skills/skills/jbf-identification-strategy in franklee16/academic-research-skills) into .agents/skills/jbf-identification-strategy in your project. Codex loads it when a task matches its description.
Can I use Jbf 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 jbf-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/jbf-identification-strategy, .gemini/skills/jbf-identification-strategy, .github/skills/jbf-identification-strategy and .opencode/skills/jbf-identification-strategy in your project.
What does Jbf Identification Strategy need to run?
SKILL.md names no scripts, command-line tools or credentials: Jbf Identification Strategy is instructions for the agent only.
Does Jbf 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 Jbf 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 Jbf Identification Strategy use?
No licence was found for Jbf Identification Strategy or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Jbf Identification Strategy use?
About 637 tokens (SKILL.md is roughly 2.5k 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 Jbf Identification Strategy?
Skills that share tags, products or a category with Jbf Identification Strategy: Writing Livekit Scenarios (livekit-examples/agent-starter-python, 264 stars), Go Testing (cxuu/golang-skills, 172 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 Jbf 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.