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 jue- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission.
Install Jue Workflow
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jue-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jue-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/Journal-of-Urban-Economics-Skills/skills/jue-workflow .claude/skills/jue-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 "jue-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Urban-Economics-Skills/skills/jue-workflow into .claude/skills/jue-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jue-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/Journal-of-Urban-Economics-Skills/skills/jue-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 jue-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jue-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/Journal-of-Urban-Economics-Skills/skills/jue-workflow .agents/skills/jue-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 "jue-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Urban-Economics-Skills/skills/jue-workflow into .agents/skills/jue-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jue-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 jue-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jue-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/Journal-of-Urban-Economics-Skills/skills/jue-workflow .cursor/skills/jue-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 "jue-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Urban-Economics-Skills/skills/jue-workflow into .cursor/skills/jue-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jue-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 Journal-of-Urban-Economics-Skills/skills/jue-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 jue-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jue-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/Journal-of-Urban-Economics-Skills/skills/jue-workflow .gemini/skills/jue-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 "jue-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Urban-Economics-Skills/skills/jue-workflow into .gemini/skills/jue-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jue-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 jue-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 jue-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/Journal-of-Urban-Economics-Skills/skills/jue-workflow .github/skills/jue-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 "jue-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Urban-Economics-Skills/skills/jue-workflow into .github/skills/jue-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jue-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 jue-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 jue-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/Journal-of-Urban-Economics-Skills/skills/jue-workflow .opencode/skills/jue-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 "jue-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Urban-Economics-Skills/skills/jue-workflow into .opencode/skills/jue-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jue-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.
Facts
- Skill name
jue-workflow- GitHub stars
- 1.2k
- Token cost
- ~1.9k tokens
- SKILL.md length
- 798 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when deciding which jue- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission.
- Deciding which jue- sub-skill to invoke next
- SKILL.md covers Overview, When to trigger, Routing table and Default order, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission
What it does
Jue Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jue- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission. 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.
When your agent uses it
- Deciding which jue- sub-skill to invoke next
- Sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission
Example prompts
- “/jue-workflow”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
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.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Jue Workflow loads about 1.9k tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 798 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 798 words, ~1,916 tokens.
Download SKILL.mdSave it as
.claude/skills/jue-workflow/SKILL.md (or your agent's skills folder).- name
- jue-workflow
- description
- Use when deciding which jue-* sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission. Routes — it does not replace — the specialized skills.
JUE Workflow Router (jue-workflow)
Overview
This is the router. It tells you which jue- skill to use at the current stage* of a manuscript aimed at the Journal of Urban Economics (JUE) — the Elsevier field flagship for urban & regional economics, founded in 1974 by Edwin Mills and described as "the premier journal in the field." JUE rewards papers whose question is genuinely spatial: agglomeration economies, housing supply & real estate, local labor markets, commuting & transportation, land use & zoning, local public finance & Tiebout sorting, neighborhood effects, spatial sorting, urban growth, and place-based policy. The bar is a credible spatial identification married to a clear urban mechanism — not just a national-level result run on geographic data.
Operational tells that you are at JUE and not a sibling: single-anonymized (single-blind) review via Editorial Manager; a US$100 nonrefundable submission fee paid during submission (检索于 2026-06；以官网为准); a mandatory replication policy (data + code deposited to a major repository at acceptance, before publication); a short-paper track, JUE: Insights (≤6,000 words, ≤5 exhibits); co-editors-in-chief Nathaniel Baum-Snow (Toronto) and Kristian Behrens (UQÀM) (检索于 2026-06；以官网为准). Re-verify volatile specifics on the official Elsevier/ScienceDirect pages.
When to trigger
- The user asks "what should I do next?" on a JUE-bound paper
- A draft needs its current spatial-economics bottleneck diagnosed
- Work is ping-ponging between framing, identification, exhibits (maps!), and the response letter
- A JUE decision letter arrived and the user must switch into revision mode
- The team is deciding between JUE and a sibling (RSUE, JREconomics, JEG, JPubE)
Routing table
| Current symptom | Next skill |
|---|---|
| Question is not clearly spatial / fit with JUE vs a sibling is uncertain | jue-topic-selection |
| Contribution vs. the urban-econ frontier is fuzzy or undersold | jue-literature-positioning |
| The spatial causal design (boundary RD, shift-share, place-based DiD) is shaky | jue-identification |
| The mechanism needs a spatial-equilibrium or sorting model to interpret | jue-theory-model |
| Results may be spatial-autocorrelation-, sorting-, or sample-sensitive | jue-robustness |
| Exhibits are dense; the paper has no map; spatial pattern is invisible | jue-tables-figures |
| Prose buries the spatial mechanism; intro/abstract do not land | jue-writing-style |
| Geocoded/restricted data deposit, README, repository prep | jue-replication-package |
| Likely referee objections should be anticipated before submission | jue-referee-strategy |
| Ready to submit via Editorial Manager; need a preflight | jue-submission |
| An R&R arrived; need a response-letter strategy | jue-rebuttal |
Default order
jue-topic-selection → jue-literature-positioning → jue-identification → jue-theory-model → jue-robustness → jue-tables-figures → jue-writing-style → jue-replication-package → jue-referee-strategy → jue-submission → jue-rebuttal
jue-writing-styleis late-stage polish — do not rewrite the intro before identification and the spatial mechanism settle. Startjue-replication-packageearly if data is geocoded or restricted; the deposit is harder than it looks.
Routing by paper archetype
JUE spans several spatial sub-fields and the binding constraint differs by archetype. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| housing supply / real estate prices | spatial sorting & supply-elasticity identification | jue-identification |
| agglomeration / productivity | reverse causality + Bartik/historical-IV exogeneity | jue-identification |
| place-based policy evaluation | boundary discontinuity or DiD with spatial spillovers (SUTVA) | jue-identification → jue-robustness |
| neighborhood effects / mobility | selection into neighborhoods; MTO-style design | jue-identification |
| quantitative spatial model (QSM) | what data identifies the structural parameters | jue-theory-model |
| transportation / commuting | network endogeneity; market-access measurement | jue-identification |
Show full SKILL.md (302 more words)Show less
How JUE differs from its siblings (keep this straight while routing)
- RSUE (Regional Science & Urban Economics, Elsevier) — leans more methodological / regional-science; JUE leads with the economics, not the spatial method.
- Journal of Regional Science — broader regional-science scope; JUE is the urban-economics field flagship.
- JEG (Journal of Economic Geography, OUP) — economic-geography framing (clusters, evolutionary geography), non-Elsevier; JUE is spatial-equilibrium urban economics.
- JPubE (Journal of Public Economics) — the tax/spending design leads; at JUE the spatial reallocation and capitalization lead.
- AEJ: Applied — rewards the causal design alone; JUE additionally requires a load-bearing urban mechanism.
Anti-patterns
- Treating JUE as interchangeable with RSUE (more methods/regional-science), Journal of Regional Science, JEG (econ-geography, OUP), or JPubE (a place-based result is not automatically a public-finance paper)
- Polishing exhibits or prose while the spatial identification is still moving
- Deferring the replication folder to acceptance when the data is geocoded/restricted
- A national-level result dressed in geographic data with no urban mechanism
Worked routing example (illustrative)
A user says: "My paper shows a new rail line raised nearby house prices, but a referee says the price jump could be sorting of richer households into the corridor, and the control areas may be contaminated by displaced demand." That is two distinct JUE pushbacks — spatial sorting/selection and SUTVA/spillover contamination of controls — both owned by jue-identification (design) and jue-robustness (spatial-spillover sensitivity, donut controls). Route to jue-identification first; only once the capitalization estimate is defended (say it settles at 4.5%, illustrative) return to jue-tables-figures for the map and jue-rebuttal.
Two cross-cutting threads to keep alive throughout
- Spatial inference is not a single stage — it surfaces in
jue-identification(Conley/spatial-cluster SEs),jue-robustness(cutoff sensitivity), andjue-tables-figures(reporting). Do not treat it as a one-time fix. - The replication path for geocoded/restricted data touches
jue-topic-selection(feasibility),jue-replication-package(deposit), andjue-submission(cover-letter exemption). Decide it early, not at acceptance.
Minimal decision snippet
if decision_letter_arrived: -> jue-rebuttal
elif ready_to_submit: -> jue-submission
elif anticipating_referees: -> jue-referee-strategy
elif data_is_geocoded_or_restricted: -> jue-replication-package
elif exhibits_have_no_map: -> jue-tables-figures
elif spatial_robustness_open: -> jue-robustness
elif need_spatial_model: -> jue-theory-model
elif identification_shaky: -> jue-identification
elif claim_or_positioning_fuzzy: -> jue-literature-positioning
else: -> jue-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
Files
Just SKILL.md in Journal-of-Urban-Economics-Skills/skills/jue-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jue 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 |
|---|---|---|---|---|---|---|
| Jue Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Peer Reviewspacering-net/codeg | 3.9k | 17 repos | ~5.9k | Automated safety check: Notes | MIT |
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Content Research Writer
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Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
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Structured manuscript/grant review with checklist-based evaluation.
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Categories
Questions about Jue Workflow
What does Jue Workflow do?
A skill your agent uses when deciding which jue- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission. Jue Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jue- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission.
When should I use Jue Workflow?
Jue Workflow fits situations like: deciding which jue- sub-skill to invoke next; sequencing manuscript work from topic through rebuttal for a Journal of Urban Economics (JUE) submission.
How do I install Jue Workflow in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jue-workflow -a claude-code`. Or copy the skill folder (Journal-of-Urban-Economics-Skills/skills/jue-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jue-workflow in your project. Claude Code loads it when a task matches its description.
How do I install Jue Workflow in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jue-workflow -a codex`. Or copy the skill folder (Journal-of-Urban-Economics-Skills/skills/jue-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jue-workflow in your project. Codex loads it when a task matches its description.
Can I use Jue Workflow in Cursor, Gemini CLI or GitHub Copilot?
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 jue-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/jue-workflow, .gemini/skills/jue-workflow, .github/skills/jue-workflow and .opencode/skills/jue-workflow in your project.
What does Jue Workflow need to run?
SKILL.md names no scripts, command-line tools or credentials: Jue Workflow is instructions for the agent only.
Does Jue Workflow access the network?
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.
Is Jue Workflow safe to install?
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.
What licence does Jue Workflow use?
Jue Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Jue Workflow use?
About 1.9k tokens (SKILL.md is roughly 7.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Jue Workflow?
Skills that share tags, products or a category with Jue Workflow: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jue Workflow?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 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.