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Use when an AEJ: Economic Policy decision letter (R&R or reject-and-resubmit) has arrived and a response-letter strategy and revision plan are needed. Structures the response to referees and editor with policy-relevance front and center; it does not run new estimation or redesign identification from scratch.
Passed 21 of 22 test cases with the skill, and 16 of 22 without it.
and 3 more in the full report
5 fixed16 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are drafting individual point-by-point responses for our revision letter on an empirical policy manuscript. Referee 1 asked: 'Why did you drop county-level controls in Table 3?' We want to ensure our response follows a clear three-step structure for each referee point. What three response steps should be used for this item?
| Checked | Without skill | With skill |
|---|---|---|
| The response uses a restate step quoting key phrases neutrally. | Missed | Passed |
| The response uses an act step indicating what change was made. | Passed | Passed |
| The response uses a point step naming the exact manuscript location. | Passed | Passed |
The instructions your model reads when the skill loads.
The editor's letter is the contract — prioritize what the editor emphasizes, then address every referee point. At AEJ: Policy the recurring high-stakes asks are about (a) the credibility of the causal claim, (b) the welfare / policy reading, and (c) robustness and reproducibility. Treat the response as a chance to make the policy contribution more prominent, not just to patch holes.
aejpol-theory-model); do not just add caveats.aejpol-replication-package).Respectful, specific, evidence-led. Every "we agree" is followed by a concrete change; every "we respectfully disagree" is followed by an exhibit or a citation. Keep claims calibrated — over-defending invites a second round.
test cases passed, vs 16 / 22 without
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