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 Environmental Economics and Management (JEEM) manuscript's headline estimate — a damage, WTP, pass-through, or treatment effect — must be shown to survive…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jeem-robustness -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jeem-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-Environmental-Economics-and-Management-Skills/skills/jeem-robustness .claude/skills/jeem-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 "jeem-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness into .claude/skills/jeem-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jeem-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-Environmental-Economics-and-Management-Skills/skills/jeem-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 jeem-robustness -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jeem-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-Environmental-Economics-and-Management-Skills/skills/jeem-robustness .agents/skills/jeem-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 "jeem-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness into .agents/skills/jeem-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jeem-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 jeem-robustness -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jeem-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-Environmental-Economics-and-Management-Skills/skills/jeem-robustness .cursor/skills/jeem-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 "jeem-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness into .cursor/skills/jeem-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jeem-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-Environmental-Economics-and-Management-Skills/skills/jeem-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 jeem-robustness -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jeem-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-Environmental-Economics-and-Management-Skills/skills/jeem-robustness .gemini/skills/jeem-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 "jeem-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness into .gemini/skills/jeem-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jeem-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 jeem-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 jeem-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-Environmental-Economics-and-Management-Skills/skills/jeem-robustness .github/skills/jeem-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 "jeem-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness into .github/skills/jeem-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jeem-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 jeem-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 jeem-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-Environmental-Economics-and-Management-Skills/skills/jeem-robustness .opencode/skills/jeem-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 "jeem-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness into .opencode/skills/jeem-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jeem-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.
jeem-robustnessA skill your agent uses when a Journal of Environmental Economics and Management (JEEM) manuscript's headline estimate — a damage, WTP, pass-through, or treatment effect — must be shown to survive…
Jeem Robustness is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when a Journal of Environmental Economics and Management (JEEM) manuscript's headline estimate — a damage, WTP, pass-through, or treatment effect — must be shown to survive specification, spatial, sample, and inference choices. Builds the targeted robustness suite environmental-economics referees expect; it does not establish primary identification (jeem-identification) or format exhibits (jeem-tables-figures).
Its SKILL.md is about 2.1k 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 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.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Jeem Robustness loads about 2.1k tokens when it runs. Until then it costs about 109 tokens; SKILL.md has 985 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.
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.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 985 words, ~2,145 tokens.
.claude/skills/jeem-robustness/SKILL.md (or your agent's skills folder).JEEM referees probe whether the welfare-relevant number is stable, spatially honest, and not the product of researcher degrees of freedom. Robustness here is not a wall of regressions — it is a targeted set of checks each tied to a specific threat, several of which are distinctively environmental. Map every plausible objection to the one check that answers it, and report so the reader sees the estimate barely moves.
| Threat to the result | The check that answers it |
|---|---|
| Spatial correlation in errors | Conley spatial SEs; vary the cutoff distance; cluster on geography |
| Hedonic market / buffer definition | vary the buffer radius, the boundary band, the housing-market boundary |
| Omitted amenities / sorting | parcel/boundary FE; amenity controls in steps; Oster δ for selection |
| Staggered-DiD bias | Callaway–Sant'Anna or Sun–Abraham; honest-DiD pre-trend bounds |
| Weather/climate aggregation | alternative bins/degree-days; alternative gridded products; placebo seasons |
| Monitor/station selection | reweight by coverage; restrict to dense-monitor areas; interpolation sensitivity |
| Valuation functional form | semi-log vs. Box–Cox hedonic; mixed-logit vs. conditional logit; WTP-space estimation |
| Inference too narrow | correct clustering level; wild-cluster bootstrap (few units); randomization inference |
| Multiple outcomes/subgroups | Romano–Wolf / List–Shaikh–Wooldridge MHT adjustment |
Three checks are close to mandatory at JEEM and should appear in the main results, not the appendix:
A paper that omits all three reads as not knowing the field's standards, regardless of how many other columns the robustness table has.
Run the battery, don't just enumerate it. Full map:
execution-with-mcp. JEEM is environmental economics — policy/regulation designs and non-market valuation; the causal chain serves its program-evaluation lane.
romano_wolf (step-down FWER) or benjamini_hochberg.oster_delta / sensemakr.wild_cluster_bootstrap (few clusters), twoway_cluster / conley.audit_result(result_id) lists missing checks + the exact
suggest_function for each.etable / did_summary_to_latex from the handle — no retyped numbers.Decisive checks in the body, exhaustive battery in the appendix. JF execution walkthrough.
A pollution-mortality estimate is 3.1 deaths per 100k per unit (s.e. 0.9, default SEs). The suite: (i) Conley SEs at a 100 km cutoff widen the CI but keep it from zero; (ii) re-binning the pollution exposure barely moves the point estimate; (iii) restricting to dense-monitor counties yields 3.0; (iv) an honest-DiD bound on the staggered regulation pre-trend leaves the sign intact; (v) Oster δ implies selection on unobservables would need to be 2× selection on observables to nullify it. The welfare number barely moves — the JEEM target.
Each emphasis answers the threat that is first-order for that branch — do not spend the robustness budget on generic checks while the branch's signature worry goes unaddressed.
【Journal】Journal of Environmental Economics and Management
【Skill】jeem-robustness
【Primary spec】declared? [Y/N] — estimate: ___ (s.e. ___)
【Threat → check map】spatial: ___ | market-def: ___ | sorting: ___ | weather-agg: ___ | inference: ___
【Spatial inference】Conley cutoff / clustering: ___
【Design sensitivity】honest-DiD / RD bandwidth / weak-IV set: ___
【Estimate stability】range across checks: [___, ___]; checks that move it: ___
【Source status】verified URL / 待核实 / not asserted
【Next skill】jeem-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
Just SKILL.md in Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jeem 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 |
|---|---|---|---|---|---|---|
| Jeem Robustness this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2.1k | 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 |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
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.
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.
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.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when a Journal of Environmental Economics and Management (JEEM) manuscript's headline estimate — a damage, WTP, pass-through, or treatment effect — must be shown to survive…. Jeem Robustness is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when a Journal of Environmental Economics and Management (JEEM) manuscript's headline estimate — a damage, WTP, pass-through, or treatment effect — must be shown to survive specification, spatial, sample, and inference choices.
Jeem Robustness fits situations like: A Journal of Environmental Economics and Management (JEEM) manuscripts headline estimate — a damage; treatment effect — must be shown to survive specification; inference choices.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jeem-robustness -a claude-code`. Or copy the skill folder (Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jeem-robustness in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jeem-robustness -a codex`. Or copy the skill folder (Journal-of-Environmental-Economics-and-Management-Skills/skills/jeem-robustness in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jeem-robustness in your project. Codex loads it when a task matches its description.
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 jeem-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/jeem-robustness, .gemini/skills/jeem-robustness, .github/skills/jeem-robustness and .opencode/skills/jeem-robustness in your project.
SKILL.md names no scripts, command-line tools or credentials: Jeem Robustness is instructions for the agent only.
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.
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.
Jeem Robustness is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Jeem 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.
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.