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aeri-workflow

Use when deciding which aeri-* sub-skill to invoke next, or when sequencing work on a short-format manuscript from topic selection through the conditional-accept response for an American Economic Review: Insights (AER: Insights) submission. Routes — it does not replace — the specialized skills.

Install / Use

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-workflow

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

88/100

Category

Automation

Supported Platforms

Zed

Our assessment of aeri-workflow

aeri-workflow scores 88/100 on our quality scale, 1366th of 2,881 Automation skills we index (top 48%).

Its SKILL.md is 6.5 KB long, well organised into 9 sections with 1 code example: a thorough specification that gives an agent plenty to work with.

With 1,158 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Substance
29/30
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 aeri-workflow 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.

aeri-workflow compared with similar skills

All 4 of these similar skills score higher than aeri-workflow; compare them before choosing.

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aeri-workflow (this skill)by brycewang-stanford881.2k18d agoSKILL.md
Agent-Reachby Panniantong10089.0k17d agoCLAUDE.md
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Frequently asked questions

How do I install aeri-workflow?
Run npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-workflow. The install tabs above show the steps for each supported agent.
Which AI agents does aeri-workflow work with?
It is written for Zed, as a SKILL.md file. Other agents that read the same format can often use it too.
Is aeri-workflow 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 aeri-workflow still maintained?
The repository was last updated 18 days ago, so aeri-workflow is actively maintained.

name: aeri-workflow description: Use when deciding which aeri-* sub-skill to invoke next, or when sequencing work on a short-format manuscript from topic selection through the conditional-accept response for an American Economic Review: Insights (AER: Insights) submission. Routes — it does not replace — the specialized skills.

AER: Insights Workflow Router (aeri-workflow)

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

  1. aeri-topic-selection — confirm ONE crisp, important, well-identified insight that stands alone
  2. aeri-literature-positioning — stake the contribution in one or two paragraphs
  3. aeri-identification — make the design or parameter identification clean and self-contained
  4. aeri-theory-model — keep only the model the single insight requires
  5. aeri-robustness — the few in-text checks that matter; rest to the appendix
  6. aeri-tables-figures — at most five exhibits, no significance asterisks
  7. aeri-writing-style — lead with the result; enforce the word budget (abstract + intro last)
  8. aeri-replication-package — assemble the AEA-compliant data/code package
  9. aeri-referee-strategy — calibrate expectations for the fast, decisive process
  10. aeri-submission — AEA portal preflight (word count + exhibit count)
  11. aeri-rebuttal — after the conditional accept

aeri-writing-style is 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-figures polish a sixth exhibit that should not exist
  • Skipping aeri-replication-package until 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

Related Skills

View on GitHub
GitHub Stars1.2k
CategoryAutomation
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