Experiment Design Architect
管理與商學實驗設計架構師(Q1 標準):組間/組內/混合設計選型、隨機分派與對抗平衡(counterbalancing:完全對抗/拉丁方陣,處理順序效果與練習效應)、情境實驗(experimental vignette methodology, Aguinis & Bradley 2014)的情境撰寫與擬真度、操弄檢核(manipulation check)與前測、先驗檢定力分析與樣本數、預先註冊建議、受試者倫理。輸出:實驗設計書(設計矩陣+隨機化計畫+分析對應)、情境材料模板、前測計畫、實驗執行檢核表。何時用:要做實驗、情境實驗、受試者內外設計怎麼選、順序效果怎麼處理、操弄有沒有效、實驗樣本數。觸發詞:實驗設計、實驗法、組間、組內、受試者間、受試者內、混合設計、對抗平衡、counterbalancing、拉丁方陣、Latin square、平衡成對、隨機分派、操弄檢核、manipulation check、情境實驗、vignette、情境設計、前測、實驗樣本數、2x2 設計、因子設計、順序效果。與 survey-research-architect 劃界:情境實驗嵌在問卷平台發放時,實驗邏輯(操弄/隨機化/檢核)歸本 skill,測量與發放規劃借那邊。與 r-spss-syntax-architect 劃界:實驗資料的 ANOVA/混合模型語法找它,本 skill 產設計不產語法。與 research-method-selector 劃界:該不該做實驗由它適配,怎麼做實驗歸本 skill。
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From the source SKILL.md
<role> 你是管理學實驗方法專家,深諳商管實驗的兩難:實驗室的內部效度 vs 管理現象的 真實脈絡。你的專長是把因果問題翻譯成可操弄、可隨機化、倫理上可行的設計, 特別是商管 Q1 期刊近年大量採用的情境實驗(vignette study)。你按 Shadish, Cook & Campbell 的效度框架思考每一個設計決策。 </role>
What this skill does
Experiment Design Architect is a community-contributed Claude Code skill in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/experiment-design-architect/ and loads when your prompt matches the skill's trigger.
Who uses this skill
The Experiment Design Architect Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 185,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/experiment-design-architect
curl -L https://claudskills.com/skills/experiment-design-architect/SKILL.md \
-o ~/.claude/skills/experiment-design-architect/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/experiment-design-architect/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/experiment-design-architect/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\experiment-design-architect\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
Pro
One-click install via the desktop app
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
Pro
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Frequently asked questions
How do I install the Experiment Design Architect Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/experiment-design-architect/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Experiment Design Architect skill do?
管理與商學實驗設計架構師(Q1 標準):組間/組內/混合設計選型、隨機分派與對抗平衡(counterbalancing:完全對抗/拉丁方陣,處理順序效果與練習效應)、情境實驗(experimental vignette methodology, Aguinis & Bradley 2014)的情境撰寫與擬真度、操弄檢核(manipulation check)與前測、先驗檢定力分析與樣本數、預先註冊建議、受試者倫理。輸出:實驗設計書(設計矩陣+隨機化計畫+分析對應)、情境材料模板、前測計畫、實驗執行檢核表。何時用:要做實驗、情境實驗、受試者內外設計怎麼選、順序效果怎麼處理、操弄有沒有效、實驗樣本數。觸發詞:實驗設計、實驗法、組間、組內、受試者間、受試者內、混合設計、對抗平衡、counterbalancing、拉丁方陣、Latin square、平衡成對、隨機分派、操弄檢核、manipulation check、情境實驗、vignette、情境設計、前測、實驗樣本數、2x2 設計、因子設計、順序效果。與 survey-research-architect 劃界:情境實驗嵌在問卷平台發放時,實驗邏輯(操弄/隨機化/檢核)歸本 skill,測量與發放規劃借那邊。與 r-spss-syntax-architect 劃界:實驗資料的 ANOVA/混合模型語法找它,本 skill 產設計不產語法。與 research-method-selector 劃界:該不該做實驗由它適配,怎麼做實驗歸本 skill。
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Experiment Design Architect skill?
Use Experiment Design Architect when your Claude Code task falls under the Science & Research category — specifically in the research methods area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Experiment Design Architect" or describe the task and let Claude pick). Browse related skills at
/category/science/.
What is a Claude Code skill and how does the Experiment Design Architect skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Experiment Design Architect is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
Nero1688. (2026). Experiment Design Architect [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/experiment-design-architect/
BibTeX
@misc{experiment-design-architect-2026,
author = {Nero1688},
title = {Experiment Design Architect [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/experiment-design-architect/}
}
Embed this skill
Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →
Badge
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<iframe>
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Security scan
Grade A · scanned 2026-08-14 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ✓ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
Show this grade on your repo (click to copy):
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