aaai-artifact-evaluati…
Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance…
Use when positioning the contribution of an American Economic Review: Insights (AER: Insights) short-format manuscript against the closest published work in one or two tight paragraphs. Stakes the gap concisely; it does not write the full literature review (there is no room for
Claude Code
$ npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-literature-positioning --agent claude-code
Codex
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-literature-positioning -a codex -y
Cursor
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-literature-positioning -a cursor -y
Gemini CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-literature-positioning -a gemini-cli -y
GitHub Copilot
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-literature-positioning -a github-copilot -y
OpenCode
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-literature-positioning -a opencode -y
Windsurf
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-literature-positioning -a windsurf -y
name: aeri-literature-positioning description: Use when positioning the contribution of an American Economic Review: Insights (AER: Insights) short-format manuscript against the closest published work in one or two tight paragraphs. Stakes the gap concisely; it does not write the full literature review (there is no room for one).
AER: Insights gives you **no room for a survey**. Positioning must be done in **one or two paragraphs** that do exactly one job: pin the **single closest prior result** and state precisely what your one insight adds, corrects, or overturns. Because the whole paper is one idea, the literature task is narrow — locate that idea on the frontier, not map the whole field. The word budget is shared with everything else (≤7,000 words minus exhibits), so every citation must earn its place.
1. **Name the closest paper(s), not a field.** Identify the one or two papers a referee will immediately think of. Engage them directly: what did they establish, and what did they leave open or get wrong that your insight resolves? 2. **State the delta as a single clause.** "We show X, where the closest prior work showed only Y / assumed Z / left W unresolved." The delta must match the one-sentence insight from [`aeri-topic-selection`](../aeri-topic-selection/SKILL.md). 3. **Defend novelty without inflation.** AER: Insights referees punish both "this is already known" and overclaiming. Calibrate: claim exactly the marginal contribution, no more. 4. **Push the broad literature to the appendix or footnotes.** Tangential citations and related-strands discussion go to a footnote or the Supplemental Appendix, never an in-text section.
| Gap type | One-line framing | Watch-out | |----------|------------------|-----------| | New result on an open question | "It was unknown whether …; we show …" | be sure it is genuinely open, not just unaddressed-by-you | | Overturning a believed result | "Prior work concluded X; with [better design/data] we find not-X" | engage the prior paper's design fairly | | Sharpening / separating channels | "Prior work left A and B bundled together; we isolate ..." | show the separation is the contribution | | Method that changes the answer | "Applying [method] to [setting] reverses the standard conclusion" | the payoff, not the method, is the contribution |
In a long paper the literature has its own section; in AER: Insights it should live **inside the introduction** — typically the second and third sentences after the headline result ([`aeri-writing-style`](../aeri-writing-style/SKILL.md)). The reader meets the result, then immediately learns what was believed before and what your one insight changes. A standalone "Related Literature" section is a smell that the paper is too long or trying to be an AER paper.
Because AER: Insights is **general-interest**, the closest paper you confront should be one a broad audience recognizes, not only the three specialists in your subfield. If the only papers you can position against are field-internal, reconsider whether the venue is AER: Insights or an *AEJ* field journal ([`aeri-topic-selection`](../aeri-topic-selection/SKILL.md)). Position against the **most visible** prior claim your result touches; cite the field-internal antecedents in a footnote.
A fictional paper finds that revealing posted wages closes part of the gender application gap. A weak positioning cites "a large literature on gender gaps" and a dozen papers. A strong AER: Insights positioning is two sentences: "The application gap is widely attributed to preferences or confidence (closest paper: X); we show a simple **information** change moves it substantially, implying the gap is partly an information friction." One named antecedent, one delta clause, no survey.
【Closest prior work】<1–2 papers> — what they established / left open 【Delta clause】"We show ..., where prior work only ... / assumed ... / left ... unresolved" 【Novelty calibration】exact marginal contribution (no over/underclaim) 【Where the rest goes】footnotes / Supplemental Appendix 【Next step】aeri-identification (or aeri-theory-model for a theory paper)
Stanford REAP × CoPaper.AI · 由斯坦福实证方法论团队精选与维护 访问 copaper.ai 微信:CoPaper.AI 按 11 个主流学科板块覆盖 经管与商科 社会科学 人文学科 数学与物理科学 生命科学 医学与健康 工程与技术 计算机科学与 AI 体育科学 点击任一学科名可跳转到对应说明;每类下的代表子领域在正文总览中完整列出。下方封面墙按 venue 导航,完整分类见覆盖一览。 🧭 布局指南 · 📚 Skill Pack 一览 · ⚡ 如何使用 · 🧪 自动实证
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