aeja-rebuttal
Use when an American Economic Journal: Applied Economics (AEJ: Applied) decision letter arrives (R&R or conditional accept) and a response-to-referees letter plus a revision plan must be drafted.
Install / Use
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-rebuttalInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
Development & EngineeringSupported Platforms
Tags
Our assessment of aeja-rebuttal
aeja-rebuttal scores 85/100 on our quality scale, 2220th of 4,610 Development & Engineering skills we index (top 49%).
Its SKILL.md is 4.8 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 aeja-rebuttal 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.
aeja-rebuttal compared with similar skills
All 4 of these similar skills score higher than aeja-rebuttal; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| aeja-rebuttal (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 aeja-rebuttal?
- Run
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-rebuttal. The install tabs above show the steps for each supported agent. - Which AI agents does aeja-rebuttal 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 aeja-rebuttal 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 aeja-rebuttal still maintained?
- The repository was last updated 18 days ago, so aeja-rebuttal is actively maintained.
Skill content
View source on GitHubname: aeja-rebuttal description: Use when an American Economic Journal: Applied Economics (AEJ: Applied) decision letter arrives (R&R or conditional accept) and a response-to-referees letter plus a revision plan must be drafted. Plans and structures the response; it does not run the new analysis (aeja-identification / aeja-robustness) or the submission preflight.
Rebuttal & Response Letter (aeja-rebuttal)
When to trigger
- An AEJ: Applied R&R or conditional acceptance decision letter has arrived
- You need to triage referee comments into must-do / argue / defer
- You are drafting the response-to-referees document and revision plan
- A reject-and-resubmit invitation needs a strategy before re-engaging
How to read an AEJ: Applied decision
The editor's letter is the priority signal: it tells you which referee concerns are binding and which are optional. At AEJ: Applied the binding asks are almost always about design credibility (the identification, robustness, inference) before exposition. Address the editor's stated priorities first and in full; treat the referee reports as the menu the editor has already filtered. A revision is judged on whether the identification concerns are genuinely resolved, not on volume of new tables.
Response-letter structure
- Opening summary — thank the editor/referees; state the 3–5 substantive changes that define the revision (lead with the identification/robustness changes).
- Point-by-point — quote each comment, then respond with: what you did, where in the paper (section/table/page), and the result. Use a consistent format per point.
- Tone — gracious, concrete, non-defensive. Concede valid points fully; where you disagree, argue with evidence, not assertion.
- Triage discipline — every comment gets one of: done (changed + located), partially done (with reason), or respectfully declined (with an evidence-based argument). No comment is ignored.
- Highlight the decisive evidence — if a referee doubted the design, show the new heterogeneity-robust estimate / honest-DID bound / falsification result explicitly and quote the new number with its SE.
Triage table
| Referee ask | Default response | |-------------|------------------| | Core identification doubt (binding per editor) | do it in full; show the new estimate + SE; update the paper | | Robustness/inference request | run it; report stability of the point estimate | | External-validity / estimand | add a calibrated scope statement; do not overclaim | | Additional outcome/subgroup | run with MHT adjustment; or argue why it is out of scope | | Exposition / framing | revise; cheap to do, builds goodwill | | Out-of-scope new paper | respectfully decline with a one-line reason |
Checklist
- [ ] Editor's stated priorities identified and addressed first, in full
- [ ] Every referee comment answered: done / partial / declined — none ignored
- [ ] Each "done" response cites the exact section/table/page and the new result
- [ ] Decisive identification/robustness evidence quoted with numbers and SEs
- [ ] Tone gracious and concrete; disagreements argued with evidence
- [ ] Replication package updated to match the revised exhibits (
aeja-replication-package) - [ ] A short cover note to the editor summarizing how the binding concerns were resolved
Worked vignette (illustrative)
Referee 2 says the staggered-DID estimate is biased and the parallel-trends story is thin; the editor's letter flags this as the binding concern. A weak response argues that TWFE "should be fine here." The AEJ: Applied response: re-estimate with Callaway–Sant'Anna, report the new ATT of 3.1pp (s.e. 0.9, vs. 3.6pp under TWFE), add the event-study leads and a Goodman-Bacon decomposition, and run an honest-DID bound — then in the letter quote the new number, cite the exact figure/table, and note the conclusion is unchanged but now robust. The editor sees the binding concern fully resolved with evidence, not assertion.
Anti-patterns
- Answering the referees but ignoring the editor's prioritization
- Defensive or dismissive tone; arguing by assertion instead of new evidence
- Claiming a change without saying where in the paper it landed
- Adding a wall of new tables that dodges the actual identification concern
- Letting the replication package drift out of sync with the revised paper
- Silently dropping a comment you found inconvenient
Output format
【Decision type】R&R / conditional accept / reject-and-resubmit
【Editor priorities】[binding asks, in order]
【Triage】done: [...] | partial: [...] | declined (with reason): [...]
【Decisive evidence】new identification/robustness result + number(SE) + location
【Tone check】gracious, concrete, evidence-based? [Y/N]
【Package sync】replication updated to match revision? [Y/N]
【Next step】aeja-submission (resubmit) → re-enter aeja-workflow if further rounds
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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.
