Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when self-auditing a 《经济研究》 manuscript before submission against the high-frequency, structural reviewer criticisms recurrent at this journal.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill er-reviewer-lens -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills er-reviewer-lens --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/Economic-Research-Journal-Skills/skills/er-reviewer-lens .claude/skills/er-reviewer-lens && 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 "er-reviewer-lens" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-reviewer-lens into .claude/skills/er-reviewer-lens/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-reviewer-lens", 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/Economic-Research-Journal-Skills/skills/er-reviewer-lensType 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 er-reviewer-lens -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills er-reviewer-lens --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/Economic-Research-Journal-Skills/skills/er-reviewer-lens .agents/skills/er-reviewer-lens && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "er-reviewer-lens" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-reviewer-lens into .agents/skills/er-reviewer-lens/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-reviewer-lens", 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 er-reviewer-lens -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills er-reviewer-lens --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/Economic-Research-Journal-Skills/skills/er-reviewer-lens .cursor/skills/er-reviewer-lens && 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 "er-reviewer-lens" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-reviewer-lens into .cursor/skills/er-reviewer-lens/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-reviewer-lens", 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 Economic-Research-Journal-Skills/skills/er-reviewer-lens--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 er-reviewer-lens -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills er-reviewer-lens --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/Economic-Research-Journal-Skills/skills/er-reviewer-lens .gemini/skills/er-reviewer-lens && 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 "er-reviewer-lens" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-reviewer-lens into .gemini/skills/er-reviewer-lens/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-reviewer-lens", 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 er-reviewer-lensInstalls 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 er-reviewer-lens -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/Economic-Research-Journal-Skills/skills/er-reviewer-lens .github/skills/er-reviewer-lens && 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 "er-reviewer-lens" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-reviewer-lens into .github/skills/er-reviewer-lens/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-reviewer-lens", 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 er-reviewer-lens -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 er-reviewer-lens --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/Economic-Research-Journal-Skills/skills/er-reviewer-lens .opencode/skills/er-reviewer-lens && 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 "er-reviewer-lens" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-reviewer-lens into .opencode/skills/er-reviewer-lens/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-reviewer-lens", 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.
er-reviewer-lensA skill your agent uses when self-auditing a 《经济研究》 manuscript before submission against the high-frequency, structural reviewer criticisms recurrent at this journal.
Er Reviewer Lens is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when self-auditing a 《经济研究》 manuscript before submission against the high-frequency, structural reviewer criticisms recurrent at this journal.
Its SKILL.md is about 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.
8 steps, taken from the step headings 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.
Er Reviewer Lens loads about 1k tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 234 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). 234 words, ~1,023 tokens.
.claude/skills/er-reviewer-lens/SKILL.md (or your agent's skills folder).本 skill 不揣测某个具体审稿人的偏好,也不模拟某位评审。它只把《经济研究》评审中反复出现、可预判、结构性的质疑点归纳成一面"自检镜",供作者在投稿前自己先过一遍,提前堵住漏洞——把"投稿后才听到的批评"提前到"投稿前自己说出口"。
每类给"审稿人会怎么问 → 你应如何提前预防 / 在文中回应"。
| 审稿人会问 | 你应如何提前预防 |
|---|---|
| "理论贡献到底是什么?这只是一篇政策评估" | 引言第 2–3 段明确写出"本文在 X 理论上的边际推进",而非只写"评估了 Y 政策的效果"。见 er-introduction、er-theory-hypotheses |
| "没有和《经济研究》近 3 年同主题文章对话" | 文献综述显式引用本刊近 3 年 2–4 篇最相关文章,并写清"本文与它们的差异"。见 er-literature-review |
| "几条边际贡献相互重叠 / 言过其实" | 贡献写 2–3 条、彼此正交、每条都能在正文找到对应小节;删掉"首次""填补空白"等夸张措辞 |
| 审稿人会问 | 你应如何提前预防 |
|---|---|
| "为什么这项政策对个体是外生的?" | 给出制度背景证据(自上而下、与个体特征无关),而非一句"我们认为外生" |
| "TWFE + 交叠 DID 没回应异质性处理效应偏误" | 改用 CS / SA / dCDH / BJS 等稳健估计量 + Bacon 分解。见 er-identification |
| "IV 排他性不成立 / 第一阶段弱" | 论证排他性的渠道唯一性,报告有效 F、AR 稳健 CI |
| "平行趋势只看图、不做检验" | 事前系数联合检验 + 功效 / Honest DiD 敏感性,不只贴图 |
| "有没有预期效应 / 提前反应?" | 检验处理前若干期系数、讨论 anticipation,必要时剔除"抢跑"窗口 |
| 审稿人会问 | 你应如何提前预防 |
|---|---|
| "机制只是口头说明,没有证据" | 至少 1 张独立机制回归表。见 er-mechanism |
| "中介三步法 / Sobel 不可信" | 按江艇(2022,《因果推断经验研究中的中介效应与调节效应》,《中国工业经济》第 5 期):实证只做 D→M 回归,M→Y 用理论 + 文献论证,不直接跑 Y 对 M |
| "机制与主效应方向矛盾却不解释" | 若机制变量与主效应反向,必须给出经济学解释,否则删去 |
| 审稿人会问 | 你应如何提前预防 |
|---|---|
| "异质性没有理论指引,像事后挑显著的讲故事" | 每个异质性维度先有理论预期再看结果。见 er-heterogeneity |
| "子样本太小,估计不可信" | 报告子样本量,太小的不分;必要时合并 |
| "两组系数差异没做显著性检验" | 用交互项 / Chow 检验确认组间系数差异显著,不靠"一个显著一个不显著"下结论 |
| 审稿人会问 | 你应如何提前预防 |
|---|---|
| "核心变量度量存疑" | 给出度量的文献依据 + 至少 1 个替代度量稳健性。见 er-data-sample |
| "样本筛选不透明" | 列出筛选步骤与每步剔除的观测数(样本流程) |
| "描述统计里有异常值 / 量纲错误" | 缩尾或截尾并说明,核对单位与极值 |
| 审稿人会问 | 你应如何提前预防 |
|---|---|
| "缺关键稳健性检验" | 对照识别策略补齐该设计的标准稳健性。见 er-robustness |
| "换度量 / 换样本结论就变" | 自己先跑这些扰动;若结论脆弱,先弄清原因再投,而非回避 |
| 审稿人会问 | 你应如何提前预防 |
|---|---|
| "空话套话,政策建议假大空" | 删模板句;每句话都要有信息量。见 er-style |
| "摘要没有量化结果" | 摘要写出核心效应的方向 + 量级。见 er-abstract |
| "参考文献体例不符" | 本刊为著者—出版年制:正文用(作者,年份),文末按作者—年份排,不用 [1][2] / [J][M] |
| "图表过载" | 主文只留核心图表,其余进附录。见 er-tables-figures |
| "语法 / 文字问题" | 通读一遍消灭错别字与病句——本刊明确把语法 / 文字作为评审标准之一 |
| 审稿人会问 | 你应如何提前预防 |
|---|---|
| "政策含义太薄" | 把含义提到"意义层":解释结论对理解某类经济机制 / 制度的启示,而非只罗列建议 |
| "政策建议太操作化,像给政府写的备忘录" | 避免"建议有关部门……"式条目;从研究发现自然推出含义。见 er-policy-implication |
逐条自问"我能不能当场答上来":
任何一问答不上来,就是高风险项,优先修补再投。
【自检命中高风险项】
- [环节] 质疑:…… | 严重度:高 / 中 / 低 | 修补指向:er-xxx
- [理论定位] 贡献=政策效果,无理论推进 | 高 | er-introduction / er-theory-hypotheses
- [识别] 交叠 DID 裸 TWFE | 高 | er-identification
- [机制] 仅口头说明,无回归表 | 中 | er-mechanism
- ……
【10 问自检】答不上来的题号:[ … ]
【整体判断】可投 / 需大修 / 需小修后投
【下一步】er-submission© 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 Economic-Research-Journal-Skills/skills/er-reviewer-lens of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Er Reviewer Lens 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 |
|---|---|---|---|---|---|---|
| Er Reviewer Lens this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~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 self-auditing a 《经济研究》 manuscript before submission against the high-frequency, structural reviewer criticisms recurrent at this journal. Er Reviewer Lens is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when self-auditing a 《经济研究》 manuscript before submission against the high-frequency, structural reviewer criticisms recurrent at this journal.
Er Reviewer Lens fits situations like: self-auditing a 《经济研究》 manuscript before submission against the high-frequency; structural reviewer criticisms recurrent at this journal.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill er-reviewer-lens -a claude-code`. Or copy the skill folder (Economic-Research-Journal-Skills/skills/er-reviewer-lens in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/er-reviewer-lens in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill er-reviewer-lens -a codex`. Or copy the skill folder (Economic-Research-Journal-Skills/skills/er-reviewer-lens in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/er-reviewer-lens 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 er-reviewer-lens -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/er-reviewer-lens, .gemini/skills/er-reviewer-lens, .github/skills/er-reviewer-lens and .opencode/skills/er-reviewer-lens in your project.
SKILL.md names no scripts, command-line tools or credentials: Er Reviewer Lens 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.
Er Reviewer Lens is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1k tokens (SKILL.md is roughly 4.1k 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 Er Reviewer Lens: 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.