aeja-writing-style
Use when revising the prose, abstract, and introduction of an American Economic Journal: Applied Economics (AEJ: Applied) manuscript so the design and headline estimate land in the first paragraph in AEA house style.
Install / Use
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-writing-styleInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
Content & MediaSupported Platforms
Our assessment of aeja-writing-style
aeja-writing-style scores 85/100 on our quality scale, 664th of 1,179 Content & Media skills we index.
Its SKILL.md is 5.1 KB long, well organised into 9 sections with 1 code example: a solid amount of guidance for an agent.
With 1,158 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 18 days ago, so aeja-writing-style is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
aeja-writing-style compared with similar skills
All 4 of these similar skills score higher than aeja-writing-style; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| aeja-writing-style (this skill)by brycewang-stanford | 85 | 1.2k | 18d ago | SKILL.md |
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Frequently asked questions
- How do I install aeja-writing-style?
- Run
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-writing-style. The install tabs above show the steps for each supported agent. - Which AI agents does aeja-writing-style work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is aeja-writing-style safe to use?
- It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is aeja-writing-style still maintained?
- The repository was last updated 18 days ago, so aeja-writing-style is actively maintained.
Skill content
View source on GitHubname: aeja-writing-style description: Use when revising the prose, abstract, and introduction of an American Economic Journal: Applied Economics (AEJ: Applied) manuscript so the design and headline estimate land in the first paragraph in AEA house style. Polishes exposition; it does not change the result (aeja-identification / aeja-robustness) or the exhibits.
Writing Style (aeja-writing-style)
When to trigger
- Identification and robustness are settled and the paper needs its final exposition pass
- The introduction buries the question and the estimate under setup or literature
- The abstract does not state the headline number with its uncertainty
- The prose reads like a field-internal note rather than broad applied micro
The AEJ: Applied introduction arc
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 |
Writing craft
- Lead with the answer, not the setup. The first paragraph states what you find and roughly how big; the apparatus comes after.
- Numbers with units and SEs in sentences. "We find X raises Y by 6.2% (s.e. 0.7)" — the magnitude lives in the prose, not only the table.
- Name the design plainly. "We use a regression discontinuity at the eligibility cutoff" beats euphemism; AEJ: Applied readers want the identification stated.
- Calibrate the claim. State what the estimand is (local / ITT) and what it does not establish — over-claiming external validity is a frequent referee complaint.
- Plain English over jargon. Short sentences; active voice; define field-specific terms once. Broad applied-micro readership is the audience.
- Write the abstract and intro last, after the result is final.
Checklist
- [ ] Abstract states question + design + headline estimate (units & SE) + lesson, within the AEA word norm
- [ ] Intro ¶1 gives the economic question and the headline number with uncertainty — no throat-clearing
- [ ] The naive-estimate problem and the identifying variation appear by ¶2–3
- [ ] Magnitudes written into sentences with units and standard errors
- [ ] Estimand and scope stated; external-validity claim calibrated, not inflated
- [ ] Plain English, active voice, jargon defined once; abstract/intro written last
Anti-patterns
- An introduction that spends a page on institutional background before stating the question
- A "literature tour" intro with no contribution sentence up front (see
aeja-literature-positioning) - Reporting "statistically significant" without the magnitude, units, or SE in the prose
- Over-claiming the local/ITT estimate as a general population effect
- Jargon-dense, passive-voice writing aimed only at sub-field specialists
- Polishing the intro before identification and robustness are settled
Worked vignette (illustrative)
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.
Referee pushback mapped to the writing fix
- "I read three pages before learning what you find." → Move the headline number and design to ¶1; demote background to the data section.
- "You report significance but not the magnitude." → Put the point estimate, its units, and its SE in the sentence, not only the table.
- "You overclaim external validity." → State the estimand (local/ITT) and what it does not establish.
Output format
【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
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From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
