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Use when deciding which AER-skills sub-skill to use next, before choosing a specialized skill or after a user asks how to sequence manuscript work from topic selection through rebuttal for AER, AER:Insights, or AEJ journals. Routes — does not replace — the specialized skills.
Passed 20 of 23 test cases with the skill, and 3 of 23 without it.
and 21 more in the full report
18 fixed2 passed either way2 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 18 test cases the skill fixed. Same model, same prompt, with and without the skill.
When switching between modules in this workflow, what four header lines must be present in the handoff contract output?
| Checked | Without skill | With skill |
|---|---|---|
| specifies NEXT SKILL: | Missed | Passed |
| specifies REASON: | Missed | Passed |
| specifies INPUTS NEEDED: | Missed | Passed |
| specifies GATE STATUS: | Missed | Passed |
The instructions your model reads when the skill loads.
This is the router. It does not replace any specialized skill. It tells you which one to use next, and in what order.
Default assumption: unless the user names a different venue, the manuscript targets AER, AER: Insights, or an AEJ journal — not a finance journal, not a generic economics field journal, and not a working-paper repository.
Use:
aer-topic-selection when the project is new, when the user is undecided between AER / Insights / an AEJ, or when the contribution sentence cannot be written in one lineaer-literature when the closest papers must be mapped (novelty scan, antecedents paragraph) or when any citation needs verifying — for AI-drafted manuscripts, every citationaer-identification when the empirical design is the bottleneck — DiD, IV, RDD, SCM, shift-share, event study, RCT analysisaer-preregistration when the study runs a field/lab/survey experiment or collects primary data — write the pre-analysis plan, size the sample from a power/MDE calculation, and register with the AEA RCT Registry before the interventionaer-robustness when the main results exist but referee-anticipating checks (placebo, heterogeneity, mechanism, alternative samples) are missing or weakaer-paper-body when drafting or repairing the body sections — background, data, empirical strategy, results narration, magnitude interpretation, mechanisms, conclusionaer-introduction when drafting or rewriting the introduction, or when the abstract is over 100 wordsaer-tables-figures when regression tables are inconsistent, oversized, footnote-bloated, or do not match AER house styleaer-consistency when the assembled manuscript needs the integrity audit — numbers vs. tables, sample sizes, conversions, cross-references, citation two-way matchaer-referee-sim when a complete draft needs the adversarial desk screen and three simulated referee reports before submissionaer-replication when preparing the AEA Data and Code Availability deposit, writing the README, or auditing reproducibility before acceptanceaer-submission when running the final preflight before clicking submit — length, format, cover letter, conflictsaer-rebuttal when reviewer comments exist and a point-by-point response letter plus aligned manuscript edits are neededaer-statspai (optional engine) when the design is already fixed and the user wants to run the empirics from the agent — a unified Python API / MCP server covering DiD, IV, RDD, SCM, robustness, and table export. It executes what aer-identification chose; it does not replace that choice.For most empirical AER-track manuscripts, prefer this order:
aer-topic-selection — fix the contribution sentence and the target venue before anything elsetest cases passed, vs 3 / 23 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.