Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when deciding which ier- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for an International Economic Review (IER) manuscript.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ier-workflow --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/International-Economic-Review-Skills/skills/ier-workflow .claude/skills/ier-workflow && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ier-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/International-Economic-Review-Skills/skills/ier-workflow into .claude/skills/ier-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ier-workflow", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/International-Economic-Review-Skills/skills/ier-workflowType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ier-workflow --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/International-Economic-Review-Skills/skills/ier-workflow .agents/skills/ier-workflow && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ier-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/International-Economic-Review-Skills/skills/ier-workflow into .agents/skills/ier-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ier-workflow", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ier-workflow --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/International-Economic-Review-Skills/skills/ier-workflow .cursor/skills/ier-workflow && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ier-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/International-Economic-Review-Skills/skills/ier-workflow into .cursor/skills/ier-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ier-workflow", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path International-Economic-Review-Skills/skills/ier-workflow--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ier-workflow --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/International-Economic-Review-Skills/skills/ier-workflow .gemini/skills/ier-workflow && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ier-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/International-Economic-Review-Skills/skills/ier-workflow into .gemini/skills/ier-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ier-workflow", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ier-workflowInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/International-Economic-Review-Skills/skills/ier-workflow .github/skills/ier-workflow && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ier-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/International-Economic-Review-Skills/skills/ier-workflow into .github/skills/ier-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ier-workflow", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ier-workflow --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/International-Economic-Review-Skills/skills/ier-workflow .opencode/skills/ier-workflow && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ier-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/International-Economic-Review-Skills/skills/ier-workflow into .opencode/skills/ier-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ier-workflow", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
ier-workflowA skill your agent uses when deciding which ier- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for an International Economic Review (IER) manuscript.
Ier Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which ier- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for an International Economic Review (IER) manuscript. Routes — it does not replace — the specialized skills.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.
11 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Ier Workflow loads about 1.9k tokens when it runs. Until then it costs about 60 tokens; SKILL.md has 855 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 855 words, ~1,911 tokens.
.claude/skills/ier-workflow/SKILL.md (or your agent's skills folder).This is the router. It tells you which ier- skill to use at the current stage* of a manuscript aimed at the International Economic Review (IER) — the broad, rigor-leaning general-interest journal founded in 1960 "to provide a forum for modern quantitative economics," owned by the Economics Department of the University of Pennsylvania together with the Institute of Social and Economic Research (ISER), Osaka University, and published with Wiley. "International" names the Penn–Osaka partnership (and the Klein Lectures it hosts), not a field restriction: IER covers economic theory, econometrics, quantitative/structural macro, and applied micro, with a pronounced theory/structural tilt and a premium on methodological rigor, generality, and a clean model-to-evidence link.
Default assumption: unless the user says otherwise, treat the target as IER. Operational tells that you are at IER and not a sibling: submission runs through Editorial Express (editorialexpress.com/ier), not ScholarOne/Manuscript Central (检索于 2026-06;以官网为准); there is a flat US$150 / ¥15,000 submission fee and the paper is not reviewed until it is paid; the manuscript ceiling is ≤50 pages, double-spaced; the journal adopted the AER data availability policy effective Jan 1, 2022. Editor names and exact figures are volatile — re-verify on the official Penn/Wiley pages (待核实).
| Current symptom | Next skill |
|---|---|
| Question feels narrow / not clearly general-interest quantitative | ier-topic-selection |
| Contribution vs. the frontier or vs. sibling journals is fuzzy | ier-literature-positioning |
| The model is the contribution but its assumptions/results aren't tight | ier-theory-model |
| Empirical causal design or structural parameter identification is shaky | ier-identification |
| Results may be specification-, sample-, or inference-sensitive | ier-robustness |
| Exhibits are dense or do not answer the question | ier-tables-figures |
| Prose buries the idea; intro/abstract do not land for a broad audience | ier-writing-style |
| Data/code deposit, README, proof appendix, or AER-policy prep | ier-replication-package |
| Likely referee objections should be anticipated before submission | ier-referee-strategy |
| Ready to submit via Editorial Express; need a preflight | ier-submission |
| Received an R&R; need a response-letter strategy | ier-rebuttal |
ier-topic-selection — lock a general-interest quantitative questionier-literature-positioning — stake the contribution vs. the frontier and siblingsier-theory-model — make the model tight (assumptions, results, comparative statics)ier-identification — structural parameter or empirical causal identificationier-robustness — stability to specification, sample, and inference choicesier-tables-figures — exhibits that carry the argumentier-writing-style — make the idea land for a broad rigor audience (intro/abstract last)ier-replication-package — AER-policy package + proof appendixier-referee-strategy — anticipate objections, pre-empt the obvious refereeier-submission — Editorial Express preflight (fee + ≤50pp + format)ier-rebuttal — after the R&RFor a theory paper,
ier-theory-modelprecedesier-identification; for an applied paper they often swap. Do not letier-writing-stylerewrite the intro before the model and evidence settle.
IER spans four broad branches, and the binding constraint differs by branch. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| pure / applied theory | which assumptions are load-bearing; is the result general or knife-edge | ier-theory-model |
| structural / quantitative macro | parameter identification + numerical discipline + counterfactual validity | ier-theory-model → ier-identification |
| econometric theory / method | what the estimator buys over incumbents; asymptotics + finite-sample evidence | ier-theory-model → ier-robustness |
| applied micro (causal) | credible design (staggered DID, weak IV, RDD) tied to a mechanism | ier-identification |
A user says: "My quantitative trade model fits the moments, but a referee says the welfare gain is an artifact of the elasticity I calibrated and the proof of equilibrium uniqueness is hand-waved." That is two distinct IER pushbacks — a load-bearing assumption / parameter is undefended (owned by ier-identification for what pins the elasticity, and ier-theory-model for the uniqueness argument) and the headline number isn't robust (owned by ier-robustness). Route to ier-theory-model first to make the equilibrium argument airtight, then ier-identification to show what in the data moves the elasticity, then ier-robustness to bound the welfare number — only then back to ier-tables-figures and ier-rebuttal.
ier-topic-selection to reframe or to retarget before going further down the chain.ier-replication-package until acceptance — the AER policy and proof appendix are part of the contribution, not an afterthoughtif decision_letter_arrived: -> ier-rebuttal
elif ready_to_submit: -> ier-submission
elif anticipating_referees: -> ier-referee-strategy
elif data_code_or_proofs: -> ier-replication-package
elif exhibits_dense: -> ier-tables-figures
elif results_fragile: -> ier-robustness
elif identification_shaky: -> ier-identification
elif model_not_tight: -> ier-theory-model
elif contribution_fuzzy: -> ier-literature-positioning
else: -> ier-topic-selection© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in International-Economic-Review-Skills/skills/ier-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Ier Workflow next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ier Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 83k | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 46k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Read arXiv Paperkarpathy/nanochat | 58k | 2 repos | ~494 | Automated safety check: Pass | MIT | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
karpathy/nanochat
Fetches the TeX source of an arXiv paper from its URL, reads it and writes a markdown summary tied to the nanochat project.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when deciding which ier- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for an International Economic Review (IER) manuscript. Ier Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which ier- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for an International Economic Review (IER) manuscript.
Ier Workflow fits situations like: deciding which ier- sub-skill to invoke next; sequencing manuscript work from topic through rebuttal for an International Economic Review (IER) manuscript.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a claude-code`. Or copy the skill folder (International-Economic-Review-Skills/skills/ier-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/ier-workflow in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a codex`. Or copy the skill folder (International-Economic-Review-Skills/skills/ier-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/ier-workflow in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ier-workflow -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ier-workflow, .gemini/skills/ier-workflow, .github/skills/ier-workflow and .opencode/skills/ier-workflow in your project.
SKILL.md names no scripts, command-line tools or credentials: Ier Workflow is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Ier Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Ier Workflow: Hypothesis Generation (spacering-net/codeg, 3.8k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars), Nature Paper Card (Yuan1z0825/nature-skills, 46k stars) and Read arXiv Paper (karpathy/nanochat, 58k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,219 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.