/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
$ npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-workflow --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/aeri-workflow
Context preview
The summary Claude sees to decide when to auto-load this skill.
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
SKILL.md
aeri-workflow.SKILL.mdname: 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
Read more
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
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Other skills on awesome-journal-skills.
- /aaai-artifact-evaluation
Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance artifact releases without violating double-blind or immutable-supplement rules.
Open skill - /aaai-author-response
Use when drafting an AAAI author response (rebuttal) under the single short character-limited author-feedback window, the no-URL rule, no-new-results guidance, AI-generated-review handling, and the AAAI two-phase review process where Phase-2 papers receive one feedback round
Open skill - /aaai-camera-ready
Use when preparing an accepted AAAI paper for camera-ready source submission to AAAI Press, including proceedings page limits, two-column template compliance, copyright transfer, purchased extra technical pages, deanonymization, registration, oral or poster presentation, and
Open skill - /aaai-experiments
Use when designing or auditing AAAI experiments for the broad-AI program committee, including baselines, ablations, statistical significance, robustness, human evaluation, AI-for-Social-Impact and alignment/safety evidence, compute and cost reporting, and
Open skill - /aaai-related-work
Use when positioning an AAAI paper's novelty against archival work, contemporaneous arXiv or workshop papers, and AAAI/IJCAI/NeurIPS/ICML/ICLR neighbors across the broad AI scope, while staying inside AAAI's dual-submission and AI-as-source policy constraints and writing a
Open skill - /aaai-reproducibility
Use when strengthening an AAAI paper's reproducibility checklist (placed after references), experimental traceability, seed and hyperparameter reporting, compute and cost disclosure, dataset access and licensing, code/data ZIP readiness, and the claim-to-evidence map that
Open skill

