Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when a Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects, multiple comparisons, specification, or tuning.
Install Jebo Robustness
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jebo-robustness -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jebo-robustness --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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness .claude/skills/jebo-robustness && 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 "jebo-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness into .claude/skills/jebo-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jebo-robustness", 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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustnessType 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 jebo-robustness -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jebo-robustness --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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness .agents/skills/jebo-robustness && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jebo-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness into .agents/skills/jebo-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jebo-robustness", 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 jebo-robustness -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jebo-robustness --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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness .cursor/skills/jebo-robustness && 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 "jebo-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness into .cursor/skills/jebo-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jebo-robustness", 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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness--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 jebo-robustness -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jebo-robustness --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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness .gemini/skills/jebo-robustness && 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 "jebo-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness into .gemini/skills/jebo-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jebo-robustness", 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 jebo-robustnessInstalls 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 jebo-robustness -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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness .github/skills/jebo-robustness && 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 "jebo-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness into .github/skills/jebo-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jebo-robustness", 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 jebo-robustness -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 jebo-robustness --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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness .opencode/skills/jebo-robustness && 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 "jebo-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness into .opencode/skills/jebo-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jebo-robustness", 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
jebo-robustness- GitHub stars
- 1.2k
- Token cost
- ~1.4k tokens
- SKILL.md length
- 582 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when a Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects, multiple comparisons, specification, or tuning.
- A Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects
- SKILL.md covers When to trigger, Organize robustness by…, Distinguish "the effect is… and Execution bridge (StatsPAI /…, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Multiple comparisons
What it does
Jebo Robustness is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when a Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects, multiple comparisons, specification, or tuning. Organizes robustness by the behavioral threat each check addresses — for experiments, observational designs, and simulations; it does not redesign the identification or write the prose.
Its SKILL.md is about 1.4k 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. 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
- A Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects
- Multiple comparisons
Example prompts
- “/jebo-robustness”
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
Jebo Robustness loads about 1.4k tokens when it runs. Until then it costs about 88 tokens; SKILL.md has 582 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). 582 words, ~1,429 tokens.
Download SKILL.mdSave it as
.claude/skills/jebo-robustness/SKILL.md (or your agent's skills folder).- name
- jebo-robustness
- description
- Use when a Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects, multiple comparisons, specification, or tuning. Organizes robustness by the behavioral threat each check addresses — for experiments, observational designs, and simulations; it does not redesign the identification or write the prose.
Robustness Strategy (jebo-robustness)
When to trigger
- An experiment has several treatment arms / outcomes and you have not corrected for multiplicity
- A referee could attribute the effect to experimenter demand, confusion, or order effects
- An observational result moves with controls, sample windows, or estimator choice
- An agent-based result might be an artifact of grid, seed, or tuning choices
- You have a long, unstructured "robustness" appendix and no map from check to threat
Organize robustness by behavioral threat, not by appendix list
At JEBO the right question is never "did we run enough checks?" but "for each way this could not be the behavioral mechanism, did we show it survives?" Build a threat → check map. The threats differ sharply across the four archetypes.
Experiments (lab/online/field)
| Threat | Check JEBO referees expect |
|---|---|
| Experimenter demand | demand-treatment bounds (de Quidt-style), neutral framing, obfuscated objective |
| Multiple comparisons | pre-registered primary outcome; MHT correction (Romano–Wolf, List–Shaikh–Xu, BH) across arms/outcomes |
| Comprehension / confusion | results hold among subjects passing comprehension checks |
| Order / sequence effects | randomize order; show within-order stability |
| Subject pool / platform | replicate across pools (student vs. Prolific vs. field); attention screens on online samples |
| Bots / inattentive online subjects | attention checks, completion-time filters, duplicate-IP screening |
| Selection / attrition | balance among completers; Lee bounds if differential |
Observational behavioral empirics
- Specification curve / multiverse over reasonable controls and windows; show the headline is not a knife-edge.
- Inference robustness: clustering level, wild-cluster bootstrap with few clusters, randomization inference where natural.
- Placebo / falsification: effect absent where the mechanism predicts none; pre-trend tests for DID.
- Sensitivity to unobservables (Oster δ; Rambachan–Roth honest-DID for parallel-trend violations).
Simulation / agent-based
- Parameter sweeps over the behavioral-rule space; report the region where the result holds.
- Seed sensitivity (many runs, report distribution not one path); grid/step-size invariance.
- Sensitivity of emergent regularities to the behavioral rule chosen (e.g., reinforcement vs. EWA learning).
Distinguish "the effect is real" from "the mechanism is the claimed one"
JEBO's distinctive robustness demand is mechanism robustness: even a real, replicable effect can be driven by a different behavioral channel than claimed. Where possible, add a check that separates your mechanism from the leading alternative (a moderation test the rival channel does not predict, a mediation analysis with the caveats stated, or a treatment that shuts the rival channel off).
Show full SKILL.md (214 more words)Show less
Execution bridge (StatsPAI / Stata MCP)
Run the battery, don't just enumerate it. Full map:
execution-with-mcp. JEBO spans behavioral/experimental and applied micro; randomization inference for experiments, DiD/IV for observational claims.
- Many outcomes / specifications:
romano_wolf(step-down FWER) orbenjamini_hochberg. - OVB sensitivity:
oster_delta/sensemakr. - Inference:
wild_cluster_bootstrap(few clusters),twoway_cluster/conley. - Re-fit off one handle:
audit_result(result_id)lists missing checks + the exactsuggest_functionfor each. - Exhibits:
etable/did_summary_to_latexfrom the handle — no retyped numbers.
Decisive checks in the body, exhaustive battery in the appendix. JF execution walkthrough.
Checklist
- Every robustness exhibit is labeled with the specific threat it neutralizes
- Experiments: demand effects bounded; primary outcome pre-registered; MHT correction reported
- Comprehension/order/subject-pool/attention threats addressed for the relevant design
- Observational: spec-curve + inference robustness + placebo/falsification + unobservables sensitivity
- Simulation: parameter sweeps + seed/grid sensitivity reported
- At least one check separates the claimed mechanism from the leading alternative
- The headline magnitude is reported with honest uncertainty across specifications
Anti-patterns
- A robustness appendix that lists 20 regressions without saying what threat each rebuts
- Reporting only the cell that survives MHT, omitting the corrected p-values across all arms
- Treating "the effect replicates" as proof the mechanism is the claimed one
- Online experiments with no attention/bot screening
- An agent-based headline shown for a single seed and a single grid
- Hand-picked control sets that quietly maximize the coefficient
Output format
【Archetype】experiment / observational / simulation
【Threat → check map】
- <threat 1> → <check>
- <threat 2> → <check>
【Multiplicity】primary outcome pre-registered? MHT method:
【Mechanism vs. alternative】<test separating claimed channel from rival>
【Headline stability】<range of estimate across specs + uncertainty>
【Next step】jebo-tables-figures© 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-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jebo Robustness 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 |
|---|---|---|---|---|---|---|
| Jebo Robustness this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
Similar skills
GitHub Deep Research
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Nature Paper Card
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
Content Research Writer
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
Last30days
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
Peer Review
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
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Categories
Questions about Jebo Robustness
What does Jebo Robustness do?
A skill your agent uses when a Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects, multiple comparisons, specification, or tuning. Jebo Robustness is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when a Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects, multiple comparisons, specification, or tuning.
When should I use Jebo Robustness?
Jebo Robustness fits situations like: A Journal of Economic Behavior & Organization (JEBO) result may be fragile to demand effects; multiple comparisons.
How do I install Jebo Robustness in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jebo-robustness -a claude-code`. Or copy the skill folder (Journal-of-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jebo-robustness in your project. Claude Code loads it when a task matches its description.
How do I install Jebo Robustness in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jebo-robustness -a codex`. Or copy the skill folder (Journal-of-Economic-Behavior-and-Organization-Skills/skills/jebo-robustness in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jebo-robustness in your project. Codex loads it when a task matches its description.
Can I use Jebo Robustness 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 jebo-robustness -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jebo-robustness, .gemini/skills/jebo-robustness, .github/skills/jebo-robustness and .opencode/skills/jebo-robustness in your project.
What does Jebo Robustness need to run?
SKILL.md names no scripts, command-line tools or credentials: Jebo Robustness is instructions for the agent only.
Does Jebo Robustness 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 Jebo Robustness 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 Jebo Robustness use?
Jebo Robustness 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 Jebo Robustness use?
About 1.4k tokens (SKILL.md is roughly 5.7k 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 Jebo Robustness?
Skills that share tags, products or a category with Jebo Robustness: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jebo Robustness?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 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.