aaai-artifact-evaluati…
Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance…
Use when deciding whether a project fits AEJ: Economic Policy rather than J. Public Economics, AEJ: Applied, or AER, and when sharpening the policy question and its welfare stake for an AEJ: Economic Policy manuscript. Frames fit and the policy-question-first contribution; it
Claude Code
$ npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-topic-selection --agent claude-code
Codex
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-topic-selection -a codex -y
Cursor
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-topic-selection -a cursor -y
Gemini CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-topic-selection -a gemini-cli -y
GitHub Copilot
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-topic-selection -a github-copilot -y
OpenCode
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-topic-selection -a opencode -y
Windsurf
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-topic-selection -a windsurf -y
name: aejpol-topic-selection description: Use when deciding whether a project fits AEJ: Economic Policy rather than J. Public Economics, AEJ: Applied, or AER, and when sharpening the policy question and its welfare stake for an AEJ: Economic Policy manuscript. Frames fit and the policy-question-first contribution; it does not design the identification or run estimation.
AEJ: Policy publishes the **economic analysis OF policy**: a paper is built around a **policy question** ("should this tax / mandate / subsidy / regulation exist, expand, or change, and at what welfare cost?") whose answer carries a **welfare, cost-benefit, or distributional** implication of **broad interest** to the AEA readership. Two halves must both be present from the first page:
1. **A real policy lever.** A specific instrument someone could pull — a credit, a tax schedule, an eligibility rule, an emissions standard, a transfer, a mandate, an enforcement regime. Not just "an interesting natural experiment." 2. **A counterfactual / welfare reading.** What changes, for whom, and is it worth it — a cost-benefit ratio, a marginal-value-of-public-funds (MVPF), an incidence/distributional split, or a calibrated welfare number. A clean estimate with no policy reading is off-fit.
Public economics & taxation · environmental & energy · health · education · labor & social insurance · regulation & antitrust · development policy · political economy of policy. Empirical (quasi-experimental / RCT) **and** applied-theory work both fit — provided the policy question and welfare relevance are explicit.
| If the paper is mainly… | It belongs at… | Tell | |---|---|---| | broad-interest policy question + credible causal evidence + welfare reading | **AEJ: Policy** | the policy lesson is the headline | | a deep field-public-finance contribution for specialists | **J. Public Economics** | broad readership would not follow the "so what" | | identification-driven applied micro with no policy lever / welfare claim | **AEJ: Applied** | the natural experiment, not a policy, is the point | | a first-order, general-interest result warranting top-5 length | **AER** | the contribution is larger and longer than a field-leading policy paper |
Before investing in a draft, answer these in one sentence each; a "no" or "I can't" on any is a fit problem: 1. **The lever test** — can you name the instrument a decision-maker would pull? (If it is "a shock," not a policy, lean AEJ: Applied.) 2. **The welfare test** — can you name the welfare object you will report (MVPF, cost-per-X, incidence)? (If not, the policy "so what" is missing.) 3. **The broad-interest test** — would a non-specialist AEA reader, not just the field, care about the answer? (If only the field cares, lean JPubE.)
A draft estimates that a state's expansion of a childcare subsidy raised maternal employment. As "we find subsidy → employment" it is a clean applied-micro result (AEJ: Applied). Reframed for AEJ: Policy: *"Is expanding the childcare subsidy a cost-effective way to raise maternal labor supply, and who bears the cost?"* — now the employment elasticity feeds a **cost-per-additional-worker** and an **incidence** split across income groups (illustrative), and the paper has a policy lever, a counterfactual, and a welfare reading.
【Policy lever】instrument + affected population (one sentence) 【Policy question】stated as a question with a welfare/cost-benefit/distributional stake 【Counterfactual】what the policy is compared against 【Welfare object to report】MVPF / cost-per-X / incidence / calibrated welfare 【Fit verdict】AEJ: Policy vs JPubE / AEJ:Applied / AER + one-line reason 【Next step】aejpol-literature-positioning
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