aejpol-workflow
Use 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.
Install / Use
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-workflowInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AutomationSupported Platforms
Tags
Our assessment of aejpol-workflow
aejpol-workflow scores 88/100 on our quality scale, 1363rd of 2,881 Automation skills we index (top 48%).
Its SKILL.md is 6.4 KB long, well organised into 9 sections with 1 code example: a thorough specification that gives an agent plenty to work with.
With 1,158 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 18 days ago, so aejpol-workflow is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
aejpol-workflow compared with similar skills
All 4 of these similar skills score higher than aejpol-workflow; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| aejpol-workflow (this skill)by brycewang-stanford | 88 | 1.2k | 18d ago | SKILL.md |
| Agent-Reachby Panniantong | 100 | 89.0k | 17d ago | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 85.3k | 2d ago | MCP Server |
| rufloby ruvnet | 100 | 73.8k | today | MCP Server |
| algorithmic-artby anthropics | 100 | 177.9k | 10d ago | SKILL.md |
Frequently asked questions
- How do I install aejpol-workflow?
- Run
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-workflow. The install tabs above show the steps for each supported agent. - Which AI agents does aejpol-workflow work with?
- It is written for Zed, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is aejpol-workflow safe to use?
- It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is aejpol-workflow still maintained?
- The repository was last updated 18 days ago, so aejpol-workflow is actively maintained.
Skill content
View source on GitHubname: aejpol-workflow description: Use 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.
AEJ: Policy Workflow Router (aejpol-workflow)
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
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Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
