SkillAgentSearch skills...

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-rebuttal

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

85/100

Supported Platforms

Universal

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.

Substance
26/30
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 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.

SkillScoreStarsUpdatedFormat
aeja-rebuttal (this skill)by brycewang-stanford851.2k18d agoSKILL.md
ai-job-searchby MadsLorentzen10044.8ktodayCLAUDE.md
claude-howtoby luongnv8910041.7k3d agoCLAUDE.md
algorithmic-artby anthropics100177.9k10d agoSKILL.md
pptxby anthropics100177.9k10d agoSKILL.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.

name: 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

  1. Opening summary — thank the editor/referees; state the 3–5 substantive changes that define the revision (lead with the identification/robustness changes).
  2. 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.
  3. Tone — gracious, concrete, non-defensive. Concede valid points fully; where you disagree, argue with evidence, not assertion.
  4. 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.
  5. 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

Related Skills

View on GitHub
GitHub Stars1.2k
CategoryDevelopment
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