aejpol-referee-strategy
Use when anticipating how AEJ: Economic Policy referees and editors will read a manuscript, before submission or before an R&R, to pre-empt the objections that sink policy-evaluation papers.
Install / Use
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-referee-strategyInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
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Our assessment of aejpol-referee-strategy
aejpol-referee-strategy scores 85/100 on our quality scale, 2227th of 4,610 Development & Engineering skills we index (top 49%).
Its SKILL.md is 4.9 KB long, well organised into 9 sections with 1 code example: a solid amount of guidance for an agent.
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-referee-strategy 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-referee-strategy compared with similar skills
All 4 of these similar skills score higher than aejpol-referee-strategy; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| aejpol-referee-strategy (this skill)by brycewang-stanford | 85 | 1.2k | 18d ago | SKILL.md |
| ai-job-searchby MadsLorentzen | 100 | 44.8k | today | CLAUDE.md |
| claude-howtoby luongnv89 | 100 | 41.7k | 3d ago | CLAUDE.md |
| algorithmic-artby anthropics | 100 | 177.9k | 10d ago | SKILL.md |
| pptxby anthropics | 100 | 177.9k | 10d ago | SKILL.md |
Frequently asked questions
- How do I install aejpol-referee-strategy?
- Run
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-referee-strategy. The install tabs above show the steps for each supported agent. - Which AI agents does aejpol-referee-strategy work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is aejpol-referee-strategy 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-referee-strategy still maintained?
- The repository was last updated 18 days ago, so aejpol-referee-strategy is actively maintained.
Skill content
View source on GitHubname: aejpol-referee-strategy description: Use when anticipating how AEJ: Economic Policy referees and editors will read a manuscript, before submission or before an R&R, to pre-empt the objections that sink policy-evaluation papers. Maps likely pushback to fixes and calibrates expectations; it does not write the response letter (see aejpol-rebuttal) or fix the identification.
Referee Strategy — Reading the Manuscript as an AEJ: Policy Referee (aejpol-referee-strategy)
When to trigger
- Before submitting: you want to find the objections a referee will raise first
- Deciding whether the paper is ready or needs another round of work
- Calibrating expectations about the AEA single-blind process and timeline
- Triaging which weaknesses to fix vs. disclose before submission
How AEJ: Policy referees read
AEJ: Policy reviews are single-blind through the AEA system (referees see the authors; authors do not see referees), refereed by economists who expect both credible causal evidence and a policy-relevant welfare reading. A referee typically tests four things in order; a paper dies at the first one it fails:
- Is it a policy paper of broad interest? (the
aejpol-topic-selectiontest) — a clean estimate with no policy lever or welfare reading invites a "better suited to a field journal / AEJ: Applied" rejection. - Is the causal claim credible? (the
aejpol-identificationtest) — staggered TWFE, asserted parallel trends, a weak instrument, or an over-generalized RDD are the usual kill shots. - Does the welfare/policy reading follow? (the
aejpol-theory-modeltest) — a hand-waved "this is welfare-improving" or a sufficient-statistic formula whose assumptions are violated. - Is it robust and reproducible? (the
aejpol-robustness/aejpol-replication-packagetests).
Pre-empting the predictable objections
| Likely referee objection | Pre-emption to build before submitting | |---|---| | "This isn't a policy paper / not broad-interest" | Lead with the policy question + welfare stake; state the cost-benefit reading in the abstract | | "Staggered TWFE is biased here" | Heterogeneity-robust DID + Bacon decomposition + flat leads, in the main paper | | "Parallel trends is assumed, not shown" | Event-study leads + honest-DID bounds | | "Exclusion restriction is not credible" | Institutional + theoretical defense + falsification | | "The welfare claim is hand-waved" | Explicit sufficient-statistic / MVPF / cost-benefit derivation | | "External validity is unclear" | Heterogeneity by setting; explicit scope of the policy lesson | | "Effect is significant but tiny / not policy-relevant" | Benchmark the magnitude against budget / status quo | | "Not reproducible / data unavailable" | AEA-compliant package + restricted-data access path ready |
Calibrating expectations
- AEA review is thorough; expect a small number of detailed referee reports and an editor letter. Plan for an R&R rather than a clean accept.
- Decide in advance which objections you will fix (identification, robustness) vs. bound and disclose (external validity, a calibrated welfare parameter). Disclosing a limitation precisely is stronger than hiding it.
Checklist
- [ ] The "is this a policy paper?" objection is pre-empted on page one
- [ ] The single most likely identification objection has a main-text answer (not relegated to the appendix)
- [ ] The welfare reading is derived, not asserted
- [ ] Each predictable objection is mapped to an exhibit or paragraph that answers it
- [ ] Limitations you cannot fix are bounded and disclosed precisely
- [ ] Reproducibility is ready before the editor asks
Anti-patterns
- Submitting hoping referees will not notice the staggered-TWFE / pre-trends problem
- Hiding a known limitation instead of bounding and disclosing it
- A welfare claim with no derivation, trusting the referee to grant it
- Putting the decisive robustness check only in an online appendix the referee may skip
- Mis-calibrating to a generic-journal process and ignoring AEA single-blind norms
Worked vignette (illustrative)
An education-policy paper using a funding-formula RDD anticipates three objections: (1) "local estimate only" → states the estimand and argues the threshold population is the marginal policy population; (2) "manipulation at the cutoff" → CJM density test + donut RDD; (3) "no welfare reading" → translates the test-score effect into a cost-per-standard-deviation and compares to class-size policies. All three answers are in the main text, so no referee can raise them as fatal.
Output format
【Broad-interest verdict】would a referee call this a policy paper? [Y/N + fix]
【Top identification objection】+ main-text pre-emption
【Welfare-reading objection】derived or hand-waved? + fix
【Objection→answer map】[objection → exhibit/paragraph]
【Fix vs. disclose list】what to fix now / what to bound and disclose
【Next step】aejpol-submission (if ready) or back to the named skill
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From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
