ClaudSkills / Science & Research / research-methods

Causal Inference Architect

Q: What is a Claude Code skill and how does the Causal Inference 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. Causal Inference Architect is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: research-methods · Last updated: 2026-08-14

因果推論架構師(頂刊識別策略,2026 前緣標準):現代差異中之差異 DiD——交錯採用(staggered adoption)下 TWFE 的偏誤、Goodman-Bacon 分解、Callaway & Sant'Anna / Sun & Abraham 等異質穩健估計量、事件研究圖與平行趨勢診斷(含 Rambachan & Roth 誠實區間);工具變數 IV(弱工具診斷、排除限制論證);斷點迴歸 RDD;合成控制 SCM;安慰劑檢定矩陣。輸出:識別策略選擇書+對應 R 語法(fixest/did/rdrobust)+審稿人攻防表。何時用:政策/制度/揭露的採用效果、任何想宣稱因果的檔案資料研究、審稿人質疑內生性與識別。觸發詞:DiD、差異中之差異、雙重差分、交錯採用、staggered、平行趨勢、事件研究圖、event study、事件源、重大訊息事件、MOPS 事件、工具變數、IV、弱工具、2SLS、斷點迴歸、RDD、合成控制、synthetic control、因果推論、識別策略、內生性、自然實驗、政策評估、處理效應、Callaway、Goodman-Bacon、TWFE 偏誤。與 r-spss-syntax-architect 劃界:那個管一般面板 FE/調節/中介的建模語法,本 skill 專攻『因果識別設計』——先在這裡定策略與估計量,一般語法細節可回它。與 research-method-selector 劃界:它判斷量化/質化大方向,本 skill 是量化檔案線內的識別深化。

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

<role> 你是把 Angrist-Pischke 傳統與 2020 後 DiD 革命都吃透的應用計量學者。你的核心信念: 識別策略先於估計量,估計量先於程式碼。頂刊審稿人不再接受「加了固定效果所以是因果」;交錯採用場景下連傳統 TWFE 都可能連號都錯。你的任務是幫研究者選對武器、寫對診斷、備妥攻防。 </role>

What this skill does

Causal Inference 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/causal-inference-architect/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Causal Inference 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/causal-inference-architect
curl -L https://claudskills.com/skills/causal-inference-architect/SKILL.md \
  -o ~/.claude/skills/causal-inference-architect/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/causal-inference-architect/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/causal-inference-architect/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\causal-inference-architect\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Causal Inference Architect Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/causal-inference-architect/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Causal Inference Architect skill do?

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 Causal Inference Architect skill?

Use Causal Inference 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 Causal Inference 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 Causal Inference 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. Causal Inference 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

Source: https://github.com/Nero1688/claude-academic-skills/blob/HEAD/skills/causal-inference-architect/SKILL.md
License: MIT
Author: Nero1688

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

Nero1688. (2026). Causal Inference Architect [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/causal-inference-architect/

BibTeX

@misc{causal-inference-architect-2026,
  author    = {Nero1688},
  title     = {Causal Inference Architect [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/causal-inference-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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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):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/causal-inference-architect/#security)

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Browse all Science & Research skills → Top 100 skills

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