aejmac-writing-style
Use when revising prose, the abstract, or the introduction of an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript for AEA house style and the broad-interest macro arc. Late-stage polish on framing and clarity; it does not fix identification, the model, or exhibits.
Install / Use
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejmac-writing-styleInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
Content & MediaSupported Platforms
Our assessment of aejmac-writing-style
aejmac-writing-style scores 85/100 on our quality scale, 667th of 1,179 Content & Media skills we index.
Its SKILL.md is 4.8 KB long, well organised into 10 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 aejmac-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.
aejmac-writing-style compared with similar skills
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|---|---|---|---|---|
| aejmac-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 aejmac-writing-style?
- Run
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejmac-writing-style. The install tabs above show the steps for each supported agent. - Which AI agents does aejmac-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 aejmac-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 aejmac-writing-style still maintained?
- The repository was last updated 18 days ago, so aejmac-writing-style is actively maintained.
Skill content
View source on GitHubname: aejmac-writing-style description: Use when revising prose, the abstract, or the introduction of an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript for AEA house style and the broad-interest macro arc. Late-stage polish on framing and clarity; it does not fix identification, the model, or exhibits.
Writing Style (aejmac-writing-style)
When to trigger
- The introduction leads with the model block or the estimator, not the macro question
- The abstract is over 100 words or buries the headline quantity
- A general macroeconomist cannot tell from page 1 what is measured and why it matters
- The prose is technically correct but the idea does not land
The AEJ: Macro writing bar
AEJ: Macro is broad-interest, so the writing must make the macro question and the headline quantity legible to a general macroeconomist early — before the DSGE notation or the SVAR machinery. Follow AEA house style (active voice, plain prose, quantities with units, standard errors / bands reported). The hard constraint to design around: the abstract is ≤100 words (检索于 2026-06;以官网为准) — far tighter than most economics journals — so every word in it must earn its place.
The AEJ: Macro introduction arc
- The macro question + headline quantity, in the first breath. "How much does a monetary tightening lower output?" — then the number with units and uncertainty, e.g., "we find a 100 bp shock lowers output by 0.6% (90% band [0.2, 1.0]) at its peak."
- Why it is hard. The identification or quantification obstacle (anticipation, simultaneity, short samples; or what disciplines the model).
- The approach. Data + design (SVAR/LP/narrative) and/or model (DSGE/HANK) — in one paragraph, after the question, not before it.
- The result restated with mechanism and uncertainty. What drives the number; carry the band into any counterfactual.
- Contribution + lesson with scope. What general macroeconomists learn; where it holds and where it does not.
- Brief roadmap. One or two sentences, not a section-by-section recital.
The ≤100-word abstract
- Sentence 1: the macro question.
- Sentence 2–3: the approach (one clause) and the headline quantity with uncertainty.
- Sentence 4: the mechanism or policy lesson.
- Cut: literature, method jargon, signposting. At ≤100 words there is no room for throat-clearing.
Prose discipline
- Quantities, not adjectives. "Large" → "0.6% at peak." Report SEs/bands in the sentence where the number appears.
- Active voice, short sentences. AEA house style favors plain prose.
- Define before you deploy notation; minimize symbols in the intro.
- One idea per paragraph; topic sentence first.
- Policy relevance stated, not implied — AEJ: Macro readers want the decision-relevant takeaway.
Checklist
- [ ] Abstract ≤100 words, with the headline quantity and its uncertainty
- [ ] First paragraph states the macro question and the number (units + band/SE)
- [ ] Approach appears after the question, not before it
- [ ] Mechanism and scope/limits stated; no over-claiming
- [ ] Active voice, AEA plain style; quantities not adjectives
- [ ] Roadmap is one or two sentences
- [ ] A general macroeconomist could state your contribution after reading page 1
Anti-patterns
- Leading the intro with the model's equations or the estimator (reads as a field/methods paper)
- An abstract over 100 words, or one with no number in it
- "Significant effects" with no point estimate or band in the abstract/intro
- Over-signposted roadmap doing the argument's job
- Subfield jargon on page 1 that a general macro reader cannot parse
- Burying the policy lesson in the conclusion
Worked vignette: before → after first sentence (illustrative)
- Before: "We build a medium-scale New Keynesian DSGE model with financial frictions and estimate it by Bayesian methods to study monetary transmission." (machinery first; no question, no number)
- After: "How much of a recession does a surprise monetary tightening cause, and through which channel? Using high-frequency policy surprises in a proxy-VAR, we find a 100 bp shock lowers output by 0.6% (90% band [0.2, 1.0]) at its peak, two-thirds of it through investment." (question + quantity + uncertainty + mechanism, in the first breath)
For a full before→after introduction in AEJ: Macro house style, see
../../resources/worked-examples/01-introduction.md.
Output format
【Abstract word count】 ≤100? [Y/N] (current: __)
【First-paragraph test】question + quantity + uncertainty present? [Y/N]
【Arc】question → why hard → approach → result+mechanism → contribution+scope → roadmap? [Y/N]
【Style】active voice, quantities-not-adjectives, SEs/bands in sentences? [Y/N]
【Next step】aejmac-replication-package
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Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
