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Get Started Free →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.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 159% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -5% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 14% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 27% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -4% | 0% |
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-packageOther measured skills in the registry, with their headline benchmark lift.