From aej-applied-economics-skills
Revises AEJ: Applied economics manuscripts to AEA house style: places the design and headline causal estimate with uncertainty in the first paragraph, polishes abstract and introduction.
How this skill is triggered — by the user, by Claude, or both
Slash command
/aej-applied-economics-skills:aeja-writing-styleThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
- Identification and robustness are settled and the paper needs its final exposition pass
AEJ: Applied prose is plain, direct, and design-forward. The introduction should follow the applied-micro arc: question → why credible identification is hard → the design that solves it → headline causal estimate with a standard error → mechanism → policy/economic lesson → brief roadmap. A non-specialist applied economist should grasp the question and the answer in the first paragraph; the design should be legible by the end of the second.
| Section | What it must do at AEJ: Applied |
|---|---|
| Abstract | question + design + headline estimate (with units & SE) + lesson, in ≤ the AEA word norm |
| Intro ¶1 | the economic question and the headline number, with uncertainty, no throat-clearing |
| Intro ¶2–3 | why naive estimates fail + the source of variation that fixes it |
| Intro mid | the estimate, the mechanism, and the magnitude's economic meaning |
| Intro end | contribution (honest delta), scope of the claim, brief roadmap |
aeja-literature-positioning)A first-draft intro opens with a page of institutional background on a transit program, then a TWFE
specification, then "the effect is statistically significant." The AEJ: Applied rewrite leads with the
answer: "Does cheap transportation help teenagers find work? Using a staggered municipal rollout of free
bus passes, we find the program raised teen employment by 3.1 percentage points (s.e. 0.9)." The design is
named in the next sentence, the mechanism and the calibrated scope follow, and the institutional detail
moves to Section 2. The full before→after is in
../../resources/worked-examples/01-introduction.md.
【Abstract】question + design + estimate(units,SE) + lesson within word norm? [Y/N]
【Intro ¶1】headline number + uncertainty up front? [Y/N]
【Identification legible by ¶3】[Y/N]
【Magnitudes in prose】units + SEs in sentences? [Y/N]
【Claim calibrated】estimand + scope stated, no overclaim? [Y/N]
【Next step】aeja-replication-package
npx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin aej-applied-economics-skillsRevises prose of REStat manuscripts to match house style, focusing on abstract and introduction. Polishes framing and prose without changing results.
Revises prose, abstract, and introduction for JEEA manuscripts to make ideas legible to a general-interest readership. Shapes argument clarity without altering results.
Applies AEJ: Micro house style and the theory-paper intro arc to manuscripts whose prose buries the result or whose abstract/intro do not land. Use after the model and proofs settle.