AER: Insights Workflow Router (aeri-workflow)
SkillDev toolsThis skill gives your AI a guide for the full path of a short-format manuscript for an American Economic Review: Insights submission, from choosing a topic through responding to a conditional accept. At each stage it tells your AI which specialized aeri-* skill to use next, so the work happens in the right order. It directs the work rather than doing the specialized steps itself.
Available today. Use it from your connected AI after setup.
No other account needed.
Add the skill, then tell your AI where your manuscript stands and ask it to plan the next step. It will pick the aeri-* sub-skill suited to that stage, whether you are choosing a topic or answering a conditional accept.
Then ask your AI: use the AER: Insights Workflow Router (aeri-workflow) skill
What your AI can do with it
- Sequence manuscript work from topic selection through the conditional-accept response
- Decide which aeri-* sub-skill fits the current stage
- Route each step to the specialized skill that handles it
- Keep an AER: Insights submission moving in the right order
- Coordinate the specialized skills without replacing them
What this skill tells your AI
The instructions your AI receives, as published by brycewang-stanford/awesome-journal-skills in AER-Insights-Skills/skills/aeri-workflow/SKILL.md and read by ahel’s review.
Overview
This is the router. It tells you which aeri- skill to use at the current stage* of a manuscript aimed at American Economic Review: Insights (AER: Insights) — the AEA's short-format, general-interest journal (founded 2019) for papers built around ONE clear, important, well-executed idea, empirical, theoretical, or methodological. The bar is AER-level importance compressed into a short paper. AER: Insights is the short sibling of the American Economic Review (long, multi-result, flagship) and is general-interest, unlike the field-oriented full papers of the AEJ family.
Default assumption: unless the user says otherwise, treat the target as AER: Insights. The two operational tells that you are at AER: Insights and not AER or an AEJ: (1) a hard length cap — main text ≤7,000 words with no exhibits, minus 200 words per exhibit, maximum five exhibits, abstract ≤100 words — papers over the cap are returned unreviewed; (2) a single insight must carry the whole paper, with everything secondary pushed to the online Supplemental Appendix. Process tells: AEA single-blind review that is fast and decisive — no traditional revise-and-resubmit; first decisions are conditional accept or reject, and conditional accepts (usually an 8-week window) are normally not sent back to referees. Editor as of 2026: Matthew Gentzkow (lead editor beginning January 2024; founding editor Amy Finkelstein). Live-check volatile specifics on the official AEA pages.
When to trigger
- The user asks "what should I do next?"
- A draft is over the word/exhibit cap or is sprawling into multiple results
- Work is ping-ponging between the core result, framing, exhibits, and the response letter
- An AER: Insights decision letter (conditional accept or reject) arrived
Routing table
| Current symptom | Next skill |
|---|---|
| Paper has several results / no single crisp insight; fit to short format unclear | aeri-topic-selection |
| Contribution vs. the closest published work is fuzzy or oversold | aeri-literature-positioning |
| The causal or parameter identification is shaky | aeri-identification |
| A model is present but bloated, or unclear what it must minimally show | aeri-theory-model |
| Robustness is sprawling; unclear what stays in-text vs. appendix | aeri-robustness |
| Over the five-exhibit budget; exhibits are dense or carry significance asterisks | aeri-tables-figures |
| Prose buries the result; abstract/intro do not lead with it; over word cap | aeri-writing-style |
| Data/code deposit, README, or AEA Data Editor prep | aeri-replication-package |
| Want to understand the fast review / conditional-accept-vs-reject odds | aeri-referee-strategy |
| Ready to submit via the AEA portal; need a preflight | aeri-submission |
| Received a conditional accept; need a short, decisive response | aeri-rebuttal |
Default order
aeri-topic-selection— confirm ONE crisp, important, well-identified insight that stands aloneaeri-literature-positioning— stake the contribution in one or two paragraphsaeri-identification— make the design or parameter identification clean and self-containedaeri-theory-model— keep only the model the single insight requiresaeri-robustness— the few in-text checks that matter; rest to the appendixaeri-tables-figures— at most five exhibits, no significance asterisksaeri-writing-style— lead with the result; enforce the word budget (abstract + intro last)aeri-replication-package— assemble the AEA-compliant data/code packageaeri-referee-strategy— calibrate expectations for the fast, decisive processaeri-submission— AEA portal preflight (word count + exhibit count)aeri-rebuttal— after the conditional accept
aeri-writing-styleis a late-stage polish, but the word cap is a constraint from day one — track it throughout, not at the end.
Anti-patterns
- Treating AER: Insights like a short AER: keeping a second and third result instead of cutting to one
- Letting
aeri-tables-figurespolish a sixth exhibit that should not exist - Skipping
aeri-replication-packageuntil acceptance — the AEA Data Editor checks before publication - Planning for a multi-round R&R that AER: Insights does not offer
Routing by paper archetype
The single insight differs by archetype; enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| one clean causal estimate (DiD / RDD / IV / experiment) | is the design credible AND is it a single headline number? | aeri-topic-selection → aeri-identification |
| a sharp theoretical result / impossibility | is the model minimal and the result surprising? | aeri-theory-model |
| a methodological point with one application | does the method change a substantive answer in few pages? | aeri-identification → aeri-robustness |
| a striking new fact / measurement | is the fact important enough to stand alone, and robust? | aeri-topic-selection → aeri-robustness |
Worked routing example (illustrative)
A user says: "My field experiment has a clean main effect, but I also estimated three heterogeneity splits and a structural extension, and the draft is 9,500 words." That is the canonical AER: Insights problem — one good insight buried under a multi-result, over-cap paper. Route first to aeri-topic-selection to confirm the single headline effect is the paper, then aeri-robustness and aeri-tables-figures to move the heterogeneity and the structural extension to the Supplemental Appendix, then aeri-writing-style to land the draft under the 7,000-word (minus exhibits) cap.
Minimal decision snippet
if decision_letter_arrived: -> aeri-rebuttal
elif ready_to_submit: -> aeri-submission
elif over_cap_or_too_many_exhibits: -> aeri-tables-figures / aeri-writing-style
elif robustness_sprawling: -> aeri-robustness
elif model_bloated: -> aeri-theory-model
elif identification_shaky: -> aeri-identification
elif contribution_fuzzy: -> aeri-literature-positioning
else: -> aeri-topic-selection
Signals
- GitHub stars
- 1k
- Forks
- 146
- Last commit
- Aug 2026
Advanced
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aeri-workflow- Source
- github.com/brycewang-stanford/awesome-journal-skills