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 expecon- sub-skill to invoke next, or when sequencing manuscript work from design through rebuttal for an Experimental Economics (ExpEcon) submission.
Install Expecon Workflow
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill expecon-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills expecon-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/Experimental-Economics-Skills/skills/expecon-workflow .claude/skills/expecon-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 "expecon-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Experimental-Economics-Skills/skills/expecon-workflow into .claude/skills/expecon-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "expecon-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/Experimental-Economics-Skills/skills/expecon-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 expecon-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills expecon-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/Experimental-Economics-Skills/skills/expecon-workflow .agents/skills/expecon-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 "expecon-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Experimental-Economics-Skills/skills/expecon-workflow into .agents/skills/expecon-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "expecon-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 expecon-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills expecon-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/Experimental-Economics-Skills/skills/expecon-workflow .cursor/skills/expecon-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 "expecon-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Experimental-Economics-Skills/skills/expecon-workflow into .cursor/skills/expecon-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "expecon-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 Experimental-Economics-Skills/skills/expecon-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 expecon-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills expecon-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/Experimental-Economics-Skills/skills/expecon-workflow .gemini/skills/expecon-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 "expecon-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Experimental-Economics-Skills/skills/expecon-workflow into .gemini/skills/expecon-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "expecon-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 expecon-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 expecon-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/Experimental-Economics-Skills/skills/expecon-workflow .github/skills/expecon-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 "expecon-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Experimental-Economics-Skills/skills/expecon-workflow into .github/skills/expecon-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "expecon-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 expecon-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 expecon-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/Experimental-Economics-Skills/skills/expecon-workflow .opencode/skills/expecon-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 "expecon-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Experimental-Economics-Skills/skills/expecon-workflow into .opencode/skills/expecon-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "expecon-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
expecon-workflow- GitHub stars
- 1.2k
- Token cost
- ~1.9k tokens
- SKILL.md length
- 816 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 expecon- sub-skill to invoke next, or when sequencing manuscript work from design through rebuttal for an Experimental Economics (ExpEcon) submission.
- Works in 11 steps: expecon-topic-selection — confirm the… → expecon-literature-positioning — stake… → expecon-theory-model — pin the testable… → …
- Deciding which expecon- sub-skill to invoke next
- SKILL.md covers Overview, When to trigger, Routing table and Default order, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Expecon Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which expecon- sub-skill to invoke next, or when sequencing manuscript work from design through rebuttal for an Experimental Economics (ExpEcon) 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 expecon- sub-skill to invoke next
- Sequencing manuscript work from design through rebuttal for an Experimental Economics (ExpEcon) submission
Example prompts
- “/expecon-workflow”
Workflow steps
11 steps, taken from the first numbered list in SKILL.md.
- expecon-topic-selection — confirm the method-defined fit and the cleanest treatment contrast
- expecon-literature-positioning — stake the contribution vs. prior experiments
- expecon-theory-model — pin the testable behavioral/game-theoretic hypotheses and predictions
- expecon-identification — incentives, randomization, control, comprehension, no-deception
- expecon-robustness — power/sample-size justification, MHT, order/learning, pooled-vs-session inference
- expecon-tables-figures — treatment-comparison exhibits that carry the design
- expecon-writing-style — make the design land (abstract + intro last)
- expecon-replication-package — instructions + z-Tree/oTree code + data, ESA-compliant
- expecon-referee-strategy — anticipate the experimentalist referee
- expecon-submission — Editorial Manager preflight
- expecon-rebuttal — after the R&R
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
Expecon Workflow loads about 1.9k tokens when it runs. Until then it costs about 62 tokens; SKILL.md has 816 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). 816 words, ~1,895 tokens.
Download SKILL.mdSave it as
.claude/skills/expecon-workflow/SKILL.md (or your agent's skills folder).- name
- expecon-workflow
- description
- Use when deciding which expecon-* sub-skill to invoke next, or when sequencing manuscript work from design through rebuttal for an Experimental Economics (ExpEcon) submission. Routes — it does not replace — the specialized skills.
ExpEcon Workflow Router (expecon-workflow)
Overview
This is the router. It tells you which expecon- skill to use at the current stage* of a manuscript aimed at Experimental Economics — the official journal of the Economic Science Association (ESA) and the field's flagship for experimental METHODS in economics: lab experiments, lab-in-the-field, field experiments, market and game experiments, methodology of experimentation, and replications. The journal is defined by method, not topic. A clean public-goods design and a clean matching-market design compete in the same queue; what they share is craft.
Operational tells that you are at Experimental Economics and not a sibling: the journal moved from Springer to Cambridge University Press in January 2025 (Vol. 28), fully open access (CC BY) on behalf of the ESA (检索于 2026-06；以官网为准); submission runs through Editorial Manager (editorialmanager.com/eec) under anonymous (double-blind) refereeing, with two editors approving each accepted paper; participant instructions must be supplied at submission; and two hard gates dominate everything else — real salient incentives and the ESA NO-DECEPTION norm. A study that deceives participants is effectively a desk reject. Default assumption unless the user says otherwise: treat the target as Experimental Economics.
When to trigger
- The user asks "what should I do next?" with an experiment aimed here
- A draft's binding constraint is unclear and is ping-ponging between design, analysis, exhibits, and the letter
- The team is weighing Experimental Economics against JEBO, GEB, AEJ: Micro, or JESA
- A decision letter arrived and the user must switch into revision mode
Routing table
| Current symptom | Next skill |
|---|---|
| Unsure the question is a method-defined fit, or it reads as topic-first | expecon-topic-selection |
| Contribution vs. the experimental literature is fuzzy or oversold | expecon-literature-positioning |
| The behavioral/game-theoretic hypotheses being tested are loose | expecon-theory-model |
| Incentive compatibility, randomization, control, or the no-deception gate is shaky | expecon-identification |
| Power/MHT/comprehension/order effects/inference are the worry | expecon-robustness |
| Treatment-effect plots or tables are dense or mis-scaled | expecon-tables-figures |
| Prose buries the design; intro/abstract do not land | expecon-writing-style |
| z-Tree/oTree code, instructions, data deposit, or ESA repro prep | expecon-replication-package |
| Want to anticipate referee objections before submitting | expecon-referee-strategy |
| Ready to submit via Editorial Manager; need a preflight | expecon-submission |
| Received an R&R; need a response-letter strategy | expecon-rebuttal |
Default order
expecon-topic-selection— confirm the method-defined fit and the cleanest treatment contrastexpecon-literature-positioning— stake the contribution vs. prior experimentsexpecon-theory-model— pin the testable behavioral/game-theoretic hypotheses and predictionsexpecon-identification— incentives, randomization, control, comprehension, no-deceptionexpecon-robustness— power/sample-size justification, MHT, order/learning, pooled-vs-session inferenceexpecon-tables-figures— treatment-comparison exhibits that carry the designexpecon-writing-style— make the design land (abstract + intro last)expecon-replication-package— instructions + z-Tree/oTree code + data, ESA-compliantexpecon-referee-strategy— anticipate the experimentalist refereeexpecon-submission— Editorial Manager preflightexpecon-rebuttal— after the R&R
expecon-writing-styleis late polish; do not rewrite the intro before design and analysis settle. Pre-registration (and any Registered Report intention) is decided atexpecon-topic-selection/expecon-identification, never retrofitted.
Show full SKILL.md (353 more words)Show less
Anti-patterns
- Treating Experimental Economics like JEBO (broad behavioral, topic-defined, deception sometimes tolerated) — here method and the no-deception gate rule
- Treating it like GEB (a theory home where experiments are illustrative) or AEJ: Micro (where experiments support a broader applied/theory claim)
- Confusing it with JESA, the ESA's other, shorter-format journal — Experimental Economics is the ESA method flagship
- Polishing prose or exhibits while the treatment contrast or power justification is still moving
- Letting an appendix carry the comprehension checks, balance, or instructions the main text must establish
Routing by paper archetype
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| Lab market / game experiment | clean treatment contrast + incentive-compatible payoffs | expecon-identification |
| Field / lab-in-the-field experiment | randomization integrity + attrition + ecological validity | expecon-identification → expecon-robustness |
| Methodology-of-experimentation paper | what existing designs get wrong + a demonstration | expecon-topic-selection → expecon-theory-model |
| Replication / Registered Report | fidelity to original protocol + pre-specified analysis + power | expecon-topic-selection → expecon-robustness |
Worked routing example (illustrative)
A user says: "My ultimatum-game variant works, but a referee says the stranger-matching feedback might have misled subjects and the treatment effect could be a power artifact." Two distinct ExpEcon pushbacks — a possible deception concern (false feedback about other players) owned by expecon-identification, and underpowering owned by expecon-robustness. Resolve the deception gate first (it is binary and can sink the paper), then justify the sample (e.g., the design has 80% power to detect a 1.5-token gap at the session-clustered level, illustrative), then return to exhibits and the letter.
Two gates that override the order
Most stages can be revisited out of sequence, but two checks dominate every route and should be confirmed before deep work on any skill:
- No deception — if any procedure deceives participants, no amount of analysis, framing, or robustness rescues the paper. Resolve at
expecon-identificationfirst; if it cannot be removed, the design must change. - Salient real incentives — hypothetical or token stakes are not "incentivized" here. Confirm incentive compatibility for every elicited object before you optimize exhibits or prose.
A third, softer gate — pre-registration / Registered Report intent — is cheap before data collection and impossible to retrofit after. Decide it at expecon-topic-selection. When in doubt about where to enter, check these gates first; they reorder everything else.
Output format
【Target】Experimental Economics (ESA flagship; method-defined)
【Current bottleneck】fit / contribution / hypotheses / design / robustness / exhibits / style / package / submission / revision
【Next skill】<one expecon-* skill>
【Reason】why this is the binding constraint
【Gate check】incentives salient? no deception? instructions ready?
【Source check】official facts verified or marked 检索于 2026-06；以官网为准 / 待核实© 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 Experimental-Economics-Skills/skills/expecon-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Expecon 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 |
|---|---|---|---|---|---|---|
| Expecon 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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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.
Content Research Writer
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.
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Questions about Expecon Workflow
What does Expecon Workflow do?
A skill your agent uses when deciding which expecon- sub-skill to invoke next, or when sequencing manuscript work from design through rebuttal for an Experimental Economics (ExpEcon) submission. Expecon Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which expecon- sub-skill to invoke next, or when sequencing manuscript work from design through rebuttal for an Experimental Economics (ExpEcon) submission.
When should I use Expecon Workflow?
Expecon Workflow fits situations like: deciding which expecon- sub-skill to invoke next; sequencing manuscript work from design through rebuttal for an Experimental Economics (ExpEcon) submission.
How do I install Expecon Workflow in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill expecon-workflow -a claude-code`. Or copy the skill folder (Experimental-Economics-Skills/skills/expecon-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/expecon-workflow in your project. Claude Code loads it when a task matches its description.
How do I install Expecon Workflow in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill expecon-workflow -a codex`. Or copy the skill folder (Experimental-Economics-Skills/skills/expecon-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/expecon-workflow in your project. Codex loads it when a task matches its description.
Can I use Expecon 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 expecon-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/expecon-workflow, .gemini/skills/expecon-workflow, .github/skills/expecon-workflow and .opencode/skills/expecon-workflow in your project.
What does Expecon Workflow need to run?
SKILL.md names no scripts, command-line tools or credentials: Expecon Workflow is instructions for the agent only.
Does Expecon 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 Expecon 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 Expecon Workflow use?
Expecon 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 Expecon Workflow use?
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.
What are the alternatives to Expecon Workflow?
Skills that share tags, products or a category with Expecon 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 Expecon 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.