AEJ: Policy Workflow Router (aejpol-workflow)
SkillDev toolsUse when deciding which aejpol-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an AEJ: Economic Policy manuscript. Routes — it does not replace — the specialized skills.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the AEJ: Policy Workflow Router (aejpol-workflow) skill
What this skill tells your AI
The instructions your AI receives, as published by brycewang-stanford/awesome-journal-skills in AEJ-Economic-Policy-Skills/skills/aejpol-workflow/SKILL.md and read by ahel’s review.
Overview
This is the router. It tells you which aejpol- skill to use at the current stage* of a manuscript aimed at the American Economic Journal: Economic Policy (AEJ: Policy) — the American Economic Association's quarterly journal for the economic analysis OF policy. AEJ: Policy rewards a paper built around a clear policy question whose answer carries a welfare, cost-benefit, or distributional implication, identified credibly (quasi-experimental / RCT / applied theory) and reproducible to AEA standards. The policy question and its counterfactual are the through-line of every skill below.
Default assumption: unless the user says otherwise, treat the target as AEJ: Policy. Operational tells that you are at AEJ: Policy and not a sibling: review is single-blind through the AEA submission system (the manuscript carries the title/byline/affiliations); JEL codes are required; the AEA Data and Code Availability Policy and the AEA Data Editor run a pre-publication reproducibility check on a deposit in the AEA Data and Code Repository (openICPSR); the bar is broad policy interest + credible causal evidence + a welfare/cost-benefit reading, not a field-public-finance bar (J. Public Economics) or an identification-for-its-own-sake bar (AEJ: Applied). Re-verify volatile specifics (submission fee, editors) on the official AEA pages — official AEA pages checked 2026-06-20.
When to trigger
- The user asks "what should I do next?"
- A draft needs its current bottleneck diagnosed
- Work is ping-ponging between identification, the policy framing, exhibits, and the response letter
- An AEJ: Policy decision letter arrived and the user needs to switch into revision mode
Routing table
| Current symptom | Next skill |
|---|---|
| No sharp policy question, or fit vs. JPubE / AEJ:Applied / AER unclear | aejpol-topic-selection |
| Contribution vs. the policy-evaluation literature is fuzzy or undersold | aejpol-literature-positioning |
| Causal design (DID / IV / RDD / RCT) for the policy's effect is shaky | aejpol-identification |
| Need a model/welfare framework to read estimates as a policy effect | aejpol-theory-model |
| Estimate stability, sensitivity, and threats need stress-testing | aejpol-robustness |
| Exhibits are dense; significance asterisks still present | aejpol-tables-figures |
| Prose buries the policy takeaway; abstract/intro do not land | aejpol-writing-style |
| Data/code deposit, README, AEA Data Editor prep, restricted-data path | aejpol-replication-package |
| Want to anticipate the referees' objections before submitting | aejpol-referee-strategy |
| Ready to submit via the AEA system; need a preflight | aejpol-submission |
| Received an R&R; need a response-letter strategy | aejpol-rebuttal |
Default order
aejpol-topic-selection— lock the policy question + the welfare/cost-benefit stakeaejpol-literature-positioning— stake the contribution vs. the policy-evaluation frontieraejpol-identification— credible quasi-experimental / RCT evaluation of the policyaejpol-theory-model— the framework that maps estimates to a welfare/policy objectaejpol-robustness— sensitivity, threats, specification stabilityaejpol-tables-figures— exhibits without significance asterisks; a policy-relevant headline exhibitaejpol-writing-style— translate estimates into a clear policy takeaway (abstract + intro last)aejpol-replication-package— assemble the AEA-compliant depositaejpol-referee-strategy— pre-empt the objections referees will raiseaejpol-submission— AEA system preflightaejpol-rebuttal— after the R&R
aejpol-writing-styleis a late-stage polish; do not rewrite the intro before identification/robustness settle.
Anti-patterns
- Treating AEJ: Policy like J. Public Economics (field-only, no broad-interest policy framing) or AEJ: Applied (identification-driven applied micro with no policy question)
- Deferring
aejpol-replication-packageto acceptance — the AEA Data Editor checks before publication - Letting
aejpol-tables-figurespolish exhibits while identification is still moving - Reporting a clean causal estimate with no welfare / cost-benefit / distributional reading — the AEJ: Policy "so what"
Routing by paper archetype
The bottleneck differs by how the policy is identified. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| reform / law change (staggered) | TWFE bias; modern DID; pre-trends | aejpol-identification |
| eligibility threshold / formula | RDD / bunching design + density test | aejpol-identification |
| field experiment / RCT of a program | estimand + pre-registration + welfare cost | aejpol-topic-selection → aejpol-identification |
| sufficient-statistics / structural welfare | mapping reduced-form estimate to welfare | aejpol-theory-model |
Worked routing example (illustrative)
A user says: "My estimate of a tax-credit expansion on employment is clean, but a referee says the paper 'has no policy point' and the welfare claim is hand-waved." Two AEJ: Policy pushbacks — no welfare/cost-benefit reading and takeaway not framed as a policy lesson — owned by aejpol-theory-model (the welfare mapping) and aejpol-writing-style (the takeaway). Route to aejpol-theory-model to turn the employment elasticity into a marginal-value-of-public-funds / cost-per-job number, then aejpol-writing-style for the policy sentence.
Minimal decision snippet
if decision_letter_arrived: -> aejpol-rebuttal
elif ready_to_submit: -> aejpol-submission
elif anticipating_referees: -> aejpol-referee-strategy
elif exhibits_or_significance: -> aejpol-tables-figures
elif estimate_unstable: -> aejpol-robustness
elif welfare_mapping_missing: -> aejpol-theory-model
elif identification_shaky: -> aejpol-identification
elif claim_or_positioning_fuzzy: -> aejpol-literature-positioning
else: -> aejpol-topic-selection
Signals
- GitHub stars
- 1k
- Forks
- 146
- Last commit
- Aug 2026
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aejpol-workflow- Source
- github.com/brycewang-stanford/awesome-journal-skills