aeja-writing-style — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited aeja-writing-style (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
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.
background to the data section.
sentence, not only the table.
【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~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.