aaai-artifact-evaluati…
Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance…
Use when anticipating the objections a sophisticated American Economic Journal: Applied Economics (AEJ: Applied) referee will raise, so a manuscript pre-empts them before submission or addresses them in revision. Plans the defense; it does not draft the response letter
Claude Code
$ npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-referee-strategy --agent claude-code
Codex
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-referee-strategy -a codex -y
Cursor
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-referee-strategy -a cursor -y
Gemini CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-referee-strategy -a gemini-cli -y
GitHub Copilot
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-referee-strategy -a github-copilot -y
OpenCode
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-referee-strategy -a opencode -y
Windsurf
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-referee-strategy -a windsurf -y
name: aeja-referee-strategy description: Use when anticipating the objections a sophisticated American Economic Journal: Applied Economics (AEJ: Applied) referee will raise, so a manuscript pre-empts them before submission or addresses them in revision. Plans the defense; it does not draft the response letter (aeja-rebuttal) or run the submission preflight (aeja-submission).
AEJ: Applied uses **single-blind review** through the AEA ScholarOne system: author identities are visible to referees, while referee identities remain anonymous to authors. An editor assigns the paper to a coeditor or handles it directly, and before a first R&R the handling coeditor consults a second coeditor. Referees here are **identification-literate applied microeconomists**; the modal report attacks the *credibility of the design* first, then magnitude/mechanism, then external validity. The editor weighs whether the contribution is novel *and* the design clears the bar. Plan to **pre-empt the predictable objections in the paper itself**, leaving the response letter for genuinely new asks.
| Referee objection (by design) | Pre-emption to build in now | |-------------------------------|-----------------------------| | "TWFE is biased under staggered timing" | heterogeneity-robust estimator + Bacon decomposition already in the paper | | "Parallel trends is not credible" | clean pre-trend leads + honest-DID sensitivity bound | | "Instrument is not excludable" | institutional + theoretical exclusion argument + falsification tests | | "RD jump is manipulation / bandwidth-driven" | density test + bandwidth sensitivity + donut | | "Effect is just selection / confounding" | Oster δ / coefficient-stability bounds | | "Local/ITT effect ≠ the policy-relevant effect" | explicit estimand + calibrated external-validity discussion | | "Inference too narrow (few clusters)" | wild-cluster bootstrap / randomization inference | | "Mechanism is a black box" | a test that distinguishes the proposed channel from rivals | | "Not reproducible" | the openICPSR package built and referenced (`aeja-replication-package`) |
1. **War-game the design.** For each identifying assumption, write the sentence a hostile referee would use; if you cannot answer it in one paragraph + one exhibit, that is a hole to fix before submission. 2. **Pre-empt, do not hide.** Address the obvious weakness head-on in the text; referees punish papers that ignore the elephant. 3. **Sequence robustness.** Put decisive checks in the main paper; hold secondary ones for the appendix/online appendix so the paper stays readable. 4. **Anticipate the external-validity ask.** It is almost guaranteed for a local design — have the estimand and scope statement ready. 5. **Make reproducibility visible.** A referee who sees a clean package is less inclined to suspect specification search.
> The shared, venue-neutral objection catalog is in [`../../resources/README.md`](../../resources/README.md) (links to the empirical-methods hub) — walk it before drafting.
【Front matter】single-blind title/byline and disclosures ready? [Y/N] 【Objection map】per assumption: [objection → pre-emption in paper] 【Biggest weakness】addressed in text? [Y/N] — how: ___ 【Robustness placement】main vs appendix split: ___ 【External validity】estimand + scope stated? [Y/N] 【Reproducibility visible】package referenced? [Y/N] 【Next step】aeja-submission
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