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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-workflow

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

88/100

Category

Automation

Supported Platforms

Zed

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.

Substance
29/30
Structure
17/20
Description
15/15
Adoption
13/20
Freshness
15/15

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.

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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.

name: 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

  1. aejpol-topic-selection — lock the policy question + the welfare/cost-benefit stake
  2. aejpol-literature-positioning — stake the contribution vs. the policy-evaluation frontier
  3. aejpol-identification — credible quasi-experimental / RCT evaluation of the policy
  4. aejpol-theory-model — the framework that maps estimates to a welfare/policy object
  5. aejpol-robustness — sensitivity, threats, specification stability
  6. aejpol-tables-figures — exhibits without significance asterisks; a policy-relevant headline exhibit
  7. aejpol-writing-style — translate estimates into a clear policy takeaway (abstract + intro last)
  8. aejpol-replication-package — assemble the AEA-compliant deposit
  9. aejpol-referee-strategy — pre-empt the objections referees will raise
  10. aejpol-submission — AEA system preflight
  11. aejpol-rebuttal — after the R&R

aejpol-writing-style is 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-package to acceptance — the AEA Data Editor checks before publication
  • Letting aejpol-tables-figures polish 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

Related Skills

View on GitHub
GitHub Stars1.2k
CategoryAutomation
Updated18d ago
Forks153

Languages

Stata

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions