From aej-economic-policy-skills
Positions a manuscript's contribution against the policy-evaluation literature for AEJ: Economic Policy. Sharpens the policy answer and stakes the welfare or cost-benefit reading.
How this skill is triggered — by the user, by Claude, or both
Slash command
/aej-economic-policy-skills:aejpol-literature-positioningThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
- The contribution vs. existing policy evaluations is fuzzy, or sounds like "we add another estimate"
At AEJ: Policy the contribution is a better answer to a policy question, not a new estimate for its own sake. Position the paper on three axes and make the policy reading the headline:
aejpol-theory-model).Author–year throughout; cite the canonical methods papers behind your design (e.g., modern DID, RDD) and the key policy-evaluation papers on this and adjacent policies — referees expect you to know the policy literature, not only the econometrics.
[1][2] citations instead of AEA author–yearA draft on a carbon tax says "we estimate the emissions response." Referees note three prior estimates exist. Repositioned: the prior estimates ignore the revenue-recycling margin; this paper recovers the response and the incidence of the recycled revenue, so it can state the net welfare cost per ton abated under alternative recycling rules (illustrative) — a cost-benefit advance no prior estimate delivered. The contribution is now a policy answer, not a fourth elasticity.
A strong AEJ: Policy intro states the contribution as up to three numbered moves, at least one of them a welfare advance: (1) credibility — "we exploit [variation] that prior work could not, removing [confound]"; (2) magnitude / external validity — "we provide the policy-relevant estimate for [population/scale] where prior estimates do not travel"; (3) welfare — "we convert the effect into [MVPF / cost-per-outcome / incidence], the object a policymaker needs." Keep each to one sentence and make the welfare bullet the one a reader remembers.
【Open policy question / gap】what a decision-maker still does not know
【Closest prior work】1–3 papers + the specific limitation you address
【Contribution bullets】(a) credibility / (b) magnitude / (c) welfare-cost-benefit — ≥1 must be welfare
【Policy "so what"】one sentence a non-specialist policymaker would grasp
【Next step】aejpol-identification (design) or aejpol-theory-model (welfare mapping)
npx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin aej-economic-policy-skillsPositions an Economic Policy manuscript against the academic frontier and the live policy debate. Sharpens contribution statements for dual academic/policy audiences.
Positions the marginal contribution of an AEJ: Applied manuscript precisely against prior applied-micro work. Use when a contribution is fuzzy, undersold, or risks reading as a replication.
Sharpens the contribution framing of JPubE manuscripts by tying estimates to policy-relevant parameters, welfare verdicts, or theoretical advances in public finance.