What If Oracle
K-Dense-AI/scientific-agent-skills
Supports structured what-if scenario analysis for research planning, experimental contingencies, and scientific project decisions.
A skill your agent uses when the identification argument is the bottleneck for an empirical Journal of Law, Economics, and Organization (JLEO) manuscript — institutional/organizational causal…
Install Jleo Identification
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jleo-identification --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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification .claude/skills/jleo-identification && 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 "jleo-identification" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification into .claude/skills/jleo-identification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jleo-identification", 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/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identificationType 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 brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jleo-identification --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification .agents/skills/jleo-identification && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jleo-identification" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification into .agents/skills/jleo-identification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jleo-identification", 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 brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jleo-identification --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification .cursor/skills/jleo-identification && 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 "jleo-identification" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification into .cursor/skills/jleo-identification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jleo-identification", 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/brycewang-stanford/Awesome-Journal-Skills.git --path Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification--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 brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jleo-identification --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification .gemini/skills/jleo-identification && 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 "jleo-identification" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification into .gemini/skills/jleo-identification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jleo-identification", 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 brycewang-stanford/Awesome-Journal-Skills jleo-identificationInstalls 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 brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification .github/skills/jleo-identification && 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 "jleo-identification" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification into .github/skills/jleo-identification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jleo-identification", 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 brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jleo-identification --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification .opencode/skills/jleo-identification && 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 "jleo-identification" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification into .opencode/skills/jleo-identification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jleo-identification", 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
jleo-identification- GitHub stars
- 1.2k
- Token cost
- ~1.7k tokens
- SKILL.md length
- 693 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when the identification argument is the bottleneck for an empirical Journal of Law, Economics, and Organization (JLEO) manuscript — institutional/organizational causal…
- The identification argument is the bottleneck for an empirical Journal of Law
- SKILL.md covers When to trigger, The JLEO identification bar, Design branches and their… and Execution bridge (StatsPAI /…, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Organization (JLEO) manuscript — institutional/organizational causal designs (reforms
What it does
Jleo Identification is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the identification argument is the bottleneck for an empirical Journal of Law, Economics, and Organization (JLEO) manuscript — institutional/organizational causal designs (reforms, institutional variation, court/committee/case assignment, governance-form choice). Stress-tests the design to JLEO's institutional bar; it does not build the theory model (jleo-theory-model).
Its SKILL.md is about 1.7k 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 Load testing. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- The identification argument is the bottleneck for an empirical Journal of Law
- Organization (JLEO) manuscript — institutional/organizational causal designs (reforms
- Institutional variation
- Court/committee/case assignment
Example prompts
- “/jleo-identification”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. 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
Jleo Identification loads about 1.7k tokens when it runs. Until then it costs about 100 tokens; SKILL.md has 693 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
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 693 words, ~1,686 tokens.
Download SKILL.mdSave it as
.claude/skills/jleo-identification/SKILL.md (or your agent's skills folder).- name
- jleo-identification
- description
- Use when the identification argument is the bottleneck for an empirical Journal of Law, Economics, and Organization (JLEO) manuscript — institutional/organizational causal designs (reforms, institutional variation, court/committee/case assignment, governance-form choice). Stress-tests the design to JLEO's institutional bar; it does not build the theory model (jleo-theory-model).
Identification Strategy (jleo-identification)
When to trigger
- The causal claim rests on OLS + controls, or TWFE on staggered institutional reforms
- The unit chooses its own governance form (make-or-buy, integration, contract type) and the estimate confounds selection with effect
- The "treatment" is a court/committee/judge/case assignment whose as-good-as-random status is asserted but not shown
- A referee asks "what is the source of variation that identifies this institutional effect?"
- The design borrows institutional variation across countries/states/firms without ruling out the obvious confounds
The JLEO identification bar
JLEO empirics live or die on whether the institutional or organizational variation that does the identifying is credible — because the object of interest is usually itself chosen by the agents (firms pick governance forms; legislatures pick rules; litigants select into courts). The credible-identification standards are the same as any top empirical economics journal, but the threats are institution-specific: endogenous boundaries, endogenous reform timing, selection into contract form, and strategic case selection. Name the variation, defend it, and never let the institutional story substitute for the design.
Design branches and their institution-specific threats
Reforms / institutional change (DID, event study)
- With staggered adoption move beyond TWFE: Callaway–Sant'Anna, Sun–Abraham, de Chaisemartin–D'Haultfœuille; show clean event-study leads; report a Goodman–Bacon decomposition.
- The first-order JLEO threat is endogenous reform timing: institutions reform when conditions change. Defend timing exogeneity (or instrument it), and test for anticipation.
Governance-form / make-or-buy choice (the classic TCE empirics)
- The boundary of the firm is chosen. A raw comparison of integrated vs. arm's-length transactions confounds the governance effect with the selection that produced it.
- Use within-transaction variation, an IV for the governance choice, a selection model with a defensible exclusion, or matching on asset-specificity/uncertainty proxies — and say which, and why it breaks the selection.
Court / committee / judge / case assignment
- The cleanest JLEO-style natural experiment: random or rotation-based assignment of cases to judges/panels, or bills to committees.
- Show the assignment mechanism is actually as-good-as-random (balance on case characteristics); address case settlement/selection that re-introduces endogeneity downstream.
Cross-institutional variation (states, countries, firms)
- Defend the variation against the obvious omitted institutional confounds; prefer within-jurisdiction-over-time variation or a sharp discontinuity to a cross-section of institutions.
IV / RDD where applicable
- IV: strong first stage; weak-IV-robust inference (Anderson–Rubin) if weak; defend exclusion in the institutional context. RDD: density test (McCrary / Cattaneo–Jansson–Ma), bandwidth robustness, covariate smoothness, bias-corrected CIs.
- Cluster inference at the level of the institutional treatment; address few-cluster problems (wild-cluster bootstrap).
Show full SKILL.md (300 more words)Show less
Execution bridge (StatsPAI / Stata MCP)
Estimate and audit the design, don't only describe it. Full map:
execution-with-mcp. JLEO is law-and-economics/organizations; institutional designs with endogeneity — foreground identification.
detect_design→recommend→ fit withas_handle=true→audit_result.- Observational causal claims: staggered DiD (
callaway_santanna/sun_abraham+bacon_decomposition+honest_did_from_result); IV (effective_f_test+anderson_rubin_ci); RDD (rdrobust+mccrary_test). - Experiments: randomization-based inference +
romano_wolffor many-outcome control. - Sensitivity:
oster_delta/sensemakrfor observational claims.
Report the magnitude in interpretable units; route the full battery to the appendix. A run end-to-end (synthetic data, real returns) is in the JF execution walkthrough.
Checklist
- The identifying variation is named in one sentence and tied to the institutional setting
- Selection into the governance form / institution is explicitly addressed, not assumed away
- Reform timing exogeneity or assignment-as-random is defended and tested (anticipation, balance)
- Staggered designs use a modern estimator; event-study leads shown flat
- Inference clustered at the institutional treatment level; few-cluster issues handled
- The causal claim never exceeds what the institutional variation supports
Anti-patterns
- Comparing integrated vs. non-integrated transactions as if governance form were randomly assigned
- TWFE on staggered institutional reforms with no heterogeneity-bias discussion
- Asserting judge/case/committee assignment is random without showing balance
- Cross-country institutional regressions with controls standing in for identification
- An "institutional story" doing the work the research design should do
Worked vignette (illustrative)
A paper estimates the effect of vertical integration on hold-up costs using firm transaction data. The naive comparison is biased: firms integrate precisely the transactions most prone to hold-up. A JLEO-credible move uses a shock to asset specificity (e.g., a technology change raising relationship-specific investment for a subset of input categories) as the source of variation, with an event study around the shock and a placebo on unaffected categories. Suppose integrated-transaction disputes fall 18% (s.e. 6, illustrative) post-shock for treated categories only — that pattern, not the cross-section, identifies the governance effect.
Output format
【Design】reform-DID / governance-choice / case-assignment / cross-institution / IV / RDD
【Identifying variation】one sentence, tied to the institution
【Selection/endogeneity threat + fix】[...]
【Diagnostics】event-study leads / balance / first-stage / density / placebo
【Inference】clustering level; few-cluster handling
【What it does NOT identify】[...]
【Next skill】jleo-theory-model© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jleo Identification 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 |
|---|---|---|---|---|---|---|
| Jleo Identification this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT | |
| What If OracleK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2.9k | Automated safety check: Pass | CC-BY-NC-4.0 | |
| Paper ReviewEvoScientist/EvoSkills | 478 | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| Data Finderbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Weakness Scannerflonat/flonat-research | 146 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Ecta Identificationfranklee16/academic-research-skills | 223 | 1 repos | ~1.9k | Automated safety check: Pass | None |
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Categories
Questions about Jleo Identification
What does Jleo Identification do?
A skill your agent uses when the identification argument is the bottleneck for an empirical Journal of Law, Economics, and Organization (JLEO) manuscript — institutional/organizational causal…. Jleo Identification is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the identification argument is the bottleneck for an empirical Journal of Law, Economics, and Organization (JLEO) manuscript — institutional/organizational causal designs (reforms, institutional variation, court/committee/case assignment, governance-form choice).
When should I use Jleo Identification?
Jleo Identification fits situations like: the identification argument is the bottleneck for an empirical Journal of Law; organization (JLEO) manuscript — institutional/organizational causal designs (reforms; institutional variation; court/committee/case assignment.
How do I install Jleo Identification in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a claude-code`. Or copy the skill folder (Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jleo-identification in your project. Claude Code loads it when a task matches its description.
How do I install Jleo Identification in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a codex`. Or copy the skill folder (Journal-of-Law-Economics-and-Organization-Skills/skills/jleo-identification in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jleo-identification in your project. Codex loads it when a task matches its description.
Can I use Jleo Identification 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 brycewang-stanford/Awesome-Journal-Skills --skill jleo-identification -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jleo-identification, .gemini/skills/jleo-identification, .github/skills/jleo-identification and .opencode/skills/jleo-identification in your project.
What does Jleo Identification need to run?
SKILL.md names no scripts, command-line tools or credentials: Jleo Identification is instructions for the agent only.
Does Jleo Identification 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 Jleo Identification 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 Jleo Identification use?
Jleo Identification is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Jleo Identification use?
About 1.7k tokens (SKILL.md is roughly 6.7k 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 Jleo Identification?
Skills that share tags, products or a category with Jleo Identification: What If Oracle (K-Dense-AI/scientific-agent-skills, 48k stars), Paper Review (EvoScientist/EvoSkills, 478 stars), Data Finder (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars) and Weakness Scanner (flonat/flonat-research, 146 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jleo Identification?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.