A skill your agent uses when the prose of an Experimental Economics (ExpEcon) manuscript buries the design or the result, or when the intro/abstract do not land for an experimentalist reader.

MITAuto-check passedWriting & Content

Install Expecon Writing Style

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill expecon-writing-style -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills expecon-writing-style --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-writing-style .claude/skills/expecon-writing-style && rm -rf skills-src

Use ~/.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/

Facts

Skill name
expecon-writing-style
GitHub stars
1.2k
Token cost
~1.8k tokens
SKILL.md length
903 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when the prose of an Experimental Economics (ExpEcon) manuscript buries the design or the result, or when the intro/abstract do not land for an experimentalist reader.

  • Works in 6 steps: Abstract (the contract). Within a few… → Introduction. Motivate, state the… → Design / Procedures (the load-bearing… → …
  • The prose of an Experimental Economics (ExpEcon) manuscript buries the design
  • SKILL.md covers When to trigger, Structure: the design is the…, Voice an ExpEcon referee trusts and Sentence-level habits, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Expecon Writing Style is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the prose of an Experimental Economics (ExpEcon) manuscript buries the design or the result, or when the intro/abstract do not land for an experimentalist reader. Polishes structure and voice; it does not change the analysis.

Its SKILL.md is about 1.8k 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 Writing & Content, covering Brand voice and tone. 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

  • The prose of an Experimental Economics (ExpEcon) manuscript buries the design
  • The intro/abstract do not land for an experimentalist reader

Example prompts

  • “/expecon-writing-style”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Abstract (the contract). Within a few sentences: the question, the treatment contrast, the incentivized design in one clause, the headline…
  2. Introduction. Motivate, state the precise hypothesis, then say how the design isolates it and what is new about that design. The reader…
  3. Design / Procedures (the load-bearing section). This is what an experimentalist reads most carefully. Write it so the study is…
  4. Predictions. The signed, treatment-indexed hypotheses from expecon-theory-model.
  5. Results. Raw behavior → primary test (correct unit) → secondary/exploratory (labeled) → robustness.
  6. Discussion. Mechanism, external validity, boundary conditions, and what the design cannot speak to.

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 Writing Style loads about 1.8k tokens when it runs. Until then it costs about 64 tokens; SKILL.md has 903 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~64
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k

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). 903 words, ~1,790 tokens.

Download SKILL.mdSave it as .claude/skills/expecon-writing-style/SKILL.md (or your agent's skills folder).
name
expecon-writing-style
description
Use when the prose of an Experimental Economics (ExpEcon) manuscript buries the design or the result, or when the intro/abstract do not land for an experimentalist reader. Polishes structure and voice; it does not change the analysis.

Writing Style (expecon-writing-style)

When to trigger

  • The abstract names a topic but never states the treatment contrast or the headline effect
  • A reader reaches the results before understanding what subjects actually did
  • The design is described as scattered implementation notes instead of a clean procedure section
  • The intro reads like a JEBO behavioral essay or a GEB theory paper rather than an experimental-methods paper

Structure: the design is the narrative

ExpEcon papers have a near-canonical, design-forward shape. Honor it; referees read for it.

  1. Abstract (the contract). Within a few sentences: the question, the treatment contrast, the incentivized design in one clause, the headline effect with a number and direction, and the takeaway. "We run a lab experiment in which [contrast]; [outcome] is X% higher under [T] (p=…); this adjudicates between [model A] and [model B]."
  2. Introduction. Motivate, state the precise hypothesis, then say how the design isolates it and what is new about that design. The reader should know your treatments before the literature review ends.
  3. Design / Procedures (the load-bearing section). This is what an experimentalist reads most carefully. Write it so the study is reproducible from the text alone: game and payoffs (ECU + conversion), treatments and what each manipulates, matching, information, rounds, incentive mechanism, subject pool and recruitment, software (z-Tree/oTree), sessions and n, comprehension checks. State explicitly that no deception was used.
  4. Predictions. The signed, treatment-indexed hypotheses from expecon-theory-model.
  5. Results. Raw behavior → primary test (correct unit) → secondary/exploratory (labeled) → robustness.
  6. Discussion. Mechanism, external validity, boundary conditions, and what the design cannot speak to.

Voice an ExpEcon referee trusts

  • Procedural transparency over rhetoric. The register is sober and precise. Claims are pinned to the design ("because matching was anonymous and one-shot, reputation cannot drive this"), not to adjectives.
  • Subjects' perspective. Describe what participants saw and decided, in their units; do not narrate only the analyst's regression.
  • Say "no deception" out loud. Experimentalist readers look for the explicit statement that participants were not deceived and were paid real, salient incentives. Make it unmissable.
  • Calibrate the claim to control. Internal validity is your strength; do not overclaim external validity. A line acknowledging the population (often a student pool) and what generalization is and is not warranted reads as competence, not weakness.
  • Hedge honestly on nulls. If the result is a precise null, frame it with the power to detect a meaningful effect; that is a strength here, not an apology.

Sentence-level habits

  • Name treatments, do not number them only. "the Punishment treatment" reads far better than "T3"; if you must abbreviate, define mnemonic labels (NoPun / Pun) and use them consistently.
  • Quantify in the subjects' units. "contributions rose by 3.2 tokens (16% of the 20-token endowment)" beats "contributions rose significantly."
  • Attribute causality to the design, not the data. "Because matching was anonymous and one-shot, reputation cannot explain X" is the ExpEcon move; "X is correlated with Y" is not.
  • Front-load the procedure of each elicitation before its result, so the reader knows what was incentivized.
  • Use the past tense for what subjects did and the present for what the data show — a small convention experimentalist readers expect.
Show full SKILL.md (384 more words)Show less

Checklist

  • Abstract states contrast + incentivized design + numeric headline effect + takeaway
  • Treatments are introduced before the literature review closes
  • Design/Procedures section is reproducible from the text alone and names z-Tree/oTree
  • "No deception" and "salient real incentives" stated explicitly
  • Predictions are signed and treatment-indexed; results lead with raw behavior
  • Primary (pre-registered) vs. exploratory results are verbally distinguished
  • External-validity claims are calibrated to the subject pool and control
  • Treatments have mnemonic names; effects quantified in subjects' units

The Procedures section, line by line

Because this is the section referees scrutinize, give it a fixed internal order so nothing is missing:

  1. Subjects — pool, recruitment system (ORSEE/hroot), n, sessions, dates if relevant.
  2. The game — actions, information, ECU payoffs and the money conversion, matching, horizon.
  3. Treatments — each condition and the single dimension it manipulates, with mnemonic names.
  4. Incentives — the payment mechanism per elicited object and the realized average payment.
  5. Procedure flow — instructions, comprehension quiz, practice rounds, paid rounds, debrief.
  6. Software & environment — z-Tree/oTree, lab vs. online, any device constraints.
  7. Ethics — IRB reference, consent, and the explicit no-deception statement.

A reader who finishes this section should be able to reconstruct a session without emailing you. If they cannot, the paper is not yet submittable to this journal.

Anti-patterns

  • An abstract with a topic and a vibe but no contrast and no number
  • Procedures so thin the experiment cannot be reproduced — fatal at this journal
  • Burying the treatment manipulation in a footnote or appendix
  • Overclaiming real-world generality from a student-lab sample
  • Prose that reads as a behavioral essay (JEBO) or a theory paper with a demo (GEB)
  • Never stating, in the body, that no deception was used

Writing the abstract as a contract

The abstract is read by editors deciding whether to desk-screen and by referees deciding their prior. Treat it as a four-clause contract: (1) the question and why it matters; (2) the incentivized experimental design and the treatment contrast in one clause; (3) the headline effect with a number, direction, and the comparison it comes from; (4) the interpretation — which behavioral account it supports and the scope. Avoid abstracts that spend three sentences motivating and one vague sentence on "we find evidence that…". An experimentalist editor wants to know, by sentence two, what you manipulated and what moved — give it to them.

Output format

text
【Journal】Experimental Economics (ESA method flagship)
【Skill】expecon-writing-style
【Verdict】lands / restructure
【Abstract】contrast + design + numeric effect + takeaway present? [Y/N]
【Design section】reproducible from text? names software? no-deception stated? [Y/N]
【Results order】raw behavior → primary → exploratory(labeled) → robustness
【Claim calibration】external-validity scoped to pool/control
【Next skill】expecon-replication-package

© 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-writing-style of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Expecon Writing Style 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.

Expecon Writing Style compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Expecon Writing Style this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.8kAutomated safety check: PassMIT
Avoid AI Writingconorbronsdon/avoid-ai-writing4.9k3 repos~8.1kAutomated safety check: PassMIT
BrandOhh-889/skyroc79513 repos~733Automated safety check: PassMIT
Khazix WeChat Article WriterKKKKhazix/khazix-skills21k1 repos~2.9kAutomated safety check: PassMIT
Writing Guidelinesvercel-labs/agent-skills32k7 repos~309Automated safety check: PassNone
Unslop AI Writing Cleanuptheclaymethod/unslop518—~1.7kAutomated safety check: PassMIT

Similar skills

  • Avoid AI Writing

    conorbronsdon/avoid-ai-writing

    Audit and rewrite content to remove AI writing patterns ("AI-isms").

    4.9k GitHub starsUsed in 3 repos~8.1k tokens
    Writing & ContentAuto-check passed
  • Brand

    Ohh-889/skyroc

    Brand voice, visual identity, messaging frameworks, asset management, brand consistency.

    795 GitHub starsUsed in 13 repos~733 tokens
    Writing & ContentAuto-check passed
  • Khazix WeChat Article Writer

    KKKKhazix/khazix-skills

    Writes long-form WeChat official account articles in the personal style of the Khazix account, from briefs, links, PDFs or rough notes, with a topic quality check.

    21k GitHub starsUsed in 1 repo~2.9k tokens
    Writing & ContentAuto-check passed
  • Writing Guidelines

    vercel-labs/agent-skills

    Official

    Review docs/prose for Writing Guidelines compliance. An agent skill from vercel-labs/agent-skills.

    32k GitHub starsUsed in 7 repos~309 tokens
    Writing & ContentAuto-check passed
  • Unslop AI Writing Cleanup

    theclaymethod/unslop

    Removes AI writing tells from prose through an audit-first flow, routing to a two-pass rewrite, a report-only cleanup, voice teaching or mimicry depending on the sub-command used.

    518 GitHub stars~1.7k tokensUpdated 1 mo ago
    Writing & ContentAuto-check passed
  • UX Writing

    content-designer/ux-writing-skill

    Applies UX writing practice to interface copy such as buttons, errors, forms and onboarding, using four quality standards and accessibility guidance.

    224 GitHub starsUsed in 1 repo~3.8k tokens
    Writing & ContentAuto-check passed

More from brycewang-stanford/Awesome-Journal-Skills

All 2,387 skills in this repo
  • Aaag Data Analysis

    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…

    1.2k GitHub stars~1.3k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Literature Positioning

    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…

    1.2k GitHub stars~1.3k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Rebuttal

    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…

    1.2k GitHub stars~1.4k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Research Design

    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…

    1.2k GitHub stars~1.4k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Review Process

    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…

    1.2k GitHub stars~1.3k tokensUpdated 14 days ago
    Auto-check passed
  • Aaag Submission

    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…

    1.2k GitHub stars~1.6k tokensUpdated 14 days ago
    Auto-check passed

Questions about Expecon Writing Style

What does Expecon Writing Style do?

A skill your agent uses when the prose of an Experimental Economics (ExpEcon) manuscript buries the design or the result, or when the intro/abstract do not land for an experimentalist reader. Expecon Writing Style is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the prose of an Experimental Economics (ExpEcon) manuscript buries the design or the result, or when the intro/abstract do not land for an experimentalist reader.

When should I use Expecon Writing Style?

Expecon Writing Style fits situations like: the prose of an Experimental Economics (ExpEcon) manuscript buries the design; the intro/abstract do not land for an experimentalist reader.

How do I install Expecon Writing Style in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill expecon-writing-style -a claude-code`. Or copy the skill folder (Experimental-Economics-Skills/skills/expecon-writing-style in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/expecon-writing-style in your project. Claude Code loads it when a task matches its description.

How do I install Expecon Writing Style in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill expecon-writing-style -a codex`. Or copy the skill folder (Experimental-Economics-Skills/skills/expecon-writing-style in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/expecon-writing-style in your project. Codex loads it when a task matches its description.

Can I use Expecon Writing Style 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-writing-style -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-writing-style, .gemini/skills/expecon-writing-style, .github/skills/expecon-writing-style and .opencode/skills/expecon-writing-style in your project.

What does Expecon Writing Style need to run?

SKILL.md names no scripts, command-line tools or credentials: Expecon Writing Style is instructions for the agent only.

Does Expecon Writing Style 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 Writing Style 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 Writing Style use?

Expecon Writing Style 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 Writing Style use?

About 1.8k tokens (SKILL.md is roughly 7.2k 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 Writing Style?

Skills that share tags, products or a category with Expecon Writing Style: Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), Brand (Ohh-889/skyroc, 795 stars), Khazix WeChat Article Writer (KKKKhazix/khazix-skills, 21k stars) and Writing Guidelines (vercel-labs/agent-skills, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Expecon Writing Style?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 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.