Academic Claude Skills · 學術研究 Claude 技能包

🌐 Language / 語言：繁體中文 · English

一組給商管、財金、社會科學研究者的 Claude Skills，量化、質化、實驗、混合方法全典範，涵蓋研究全流程。站在多位開源作者的肩膀上（見致謝）。 A curated bundle of Claude Skills for quantitative, qualitative & experimental research in business, finance, and social science, covering the full research workflow. Built on the shoulders of several open-source authors (see Credits).

繁體中文

📌 這是什麼 / 給誰用

一組可掛到 Claude 上的「技能（Skills）」。掛上後，當你在對話中談到相關任務，Claude 會自動載入對應技能、套用該領域的專業框架，不必每次重打長提示詞。

適合對象：商管／財金／社會科學的量化研究者（碩、博士生與研究人員），特別是台灣學術脈絡（繁體中文、APA 7、口試委員意見回覆格式）的使用者。

⚠️ 本專案與 Anthropic 無官方關聯。部分技能需搭配外部工具或**付費資料庫（如 TEJ）**才能發揮完整功能。

🧭 運作原則（三條底線）

  1. 資料由你自己抓。 資料類技能一律假設你（或你的機構）擁有合法訂閱／授權帳號，由你自己登入下載。技能只教「在哪找、怎麼判斷、怎麼分析」，不代抓資料、不散布任何資料庫的專屬目錄。
  2. 教方法，重識別假設。 找到資料後，技能會建議最恰當的研究設計與估計方法（先講清楚識別假設會不會成立，再談跑哪個模型），並產出可重現的 R／SPSS／Stata 語法。
  3. 資料庫中立、歡迎擴充。 框架適用於任何資料庫（TEJ 只是內建範例）。歡迎社群依 docs/ADD_A_DATABASE.md 新增 WRDS/Compustat、CSMAR、World Bank 等 profile。

🗂 技能總覽（依研究流程分組）

研究階段 技能 一句話功能 觸發詞（示例） 授權
① 選題・文獻・資料 research-orchestrator 研究大腦總管，替你分派合適的子技能 不知道從何著手、綜合任務 原創
research-method-selector 方法論適配：判量化/質化/實驗/混合＋Q1 過程套模；含新手小白引導模式 該用什麼方法、不知道要研究什麼 原創
phd-researcher 文獻分析、方法論逆向、研究缺口、PRISMA、後設分析 文獻分析、系統性回顧、meta-analysis 混合 🔒
tej-data-scout 資料可行性偵察＋研究設計/估計方法建議（以 TEJ 為範例，資料庫中立） 選題、資料可行性、這題能不能做 原創
tej-variable-mapper 把 Compustat／CRSP 變數定義映射到 TEJ 對應欄位 變數對應、TEJ 欄位、Compustat 原創
tej-data-wrangler TEJ 原始 Excel/CSV 清理、遺漏值分析、格式標準化 資料清理、遺漏值、格式標準化 原創
② 分析・語法・量表 survey-research-architect 問卷研究全流程：設計、先驗檢定力抽樣、發放回收、CMV 攻防 問卷設計、樣本數、CMV 原創
interview-method-designer 深度訪談設計：三層大綱、理論抽樣與飽和、倫理知情同意 訪談大綱、訪幾個人、飽和 原創
experiment-design-architect 實驗設計：組間/組內、counterbalancing、情境實驗、操弄檢核 實驗設計、vignette、操弄檢核 原創
r-spss-syntax-architect 依假說生成可重現的 R／SPSS／Stata 語法（含 SEM/PLS 軌） R 語法、SPSS 語法、PLS-SEM 原創
causal-inference-architect 因果識別策略：現代交錯 DiD、IV、RDD、合成控制、事件研究圖 DiD、內生性、識別策略 原創
text-analytics-architect 文字資料變研究變數：主題模型、情緒語調、LLM 標註信效度 文字探勘、LDA、LLM 標註 原創
ob-hrm-scale-adaptor 量表跨文化改編（合規版）＋測量恆等性檢定語法 量表改編、測量恆等性、lavaan 原創
qualitative-thematic-coder Braun & Clarke 主題分析，深度訪談逐字稿編碼 主題分析、逐字稿編碼、質性 原創
management-figure 出版級統計圖：倒 U 轉折點、係數森林圖、交互作用、邊際效果 出版級圖、forest plot、交互作用圖 📎 MIT
③ 寫作・潤飾 academic-journal-polisher 台灣學術環境文句潤飾，杜絕 AI 慣用語 潤飾、去 AI 味、學術文句 原創
q1-journal-polisher Q1–Q4 國際期刊英文潤飾＋APA 7＋模擬審查 期刊潤飾、投稿前、APA 7 原創
nstc-grant-writer 國科會計畫申請書寫作：結構化撰寫＋審查人視角自評 國科會、NSTC、計畫書、預期成果 原創
response-letter-craftsman 投稿修訂（R&R）逐點回覆信＋Response to Reviewers 審查回覆、response letter、R&R、逐點回覆 原創
④ 投稿前品管 thesis-consistency-audit 六維度一致性稽核：假設↔迴歸表、樣本數、文字↔表格、引用 一致性稽核、論文對帳、投稿前檢查 🔒 CC BY-NC-SA
q1-journal-reviewer 模擬 ABS 3*/4* 匿名審查委員的批判 審稿、peer review、審查意見 原創
citation-verifier 揪出 AI 捏造假文獻、孤兒引用、引用不貼合主張 引用查核、假文獻、孤兒引用 原創
⑤ 口試・簡報 academic-pptx 學術簡報內容與結構標準：行動式標題、論證式編排 口試簡報、conference talk 📎 MIT
academic-slides Beamer 風格、零依賴單檔 HTML 學術簡報（含 KaTeX） 學術投影片、Beamer、HTML 簡報 📎 MIT
academic-deck-animator 簡報動畫引擎：HTML+Canvas 粒子／原生 PPTX 進場動畫、逐步揭示 PPT動畫、粒子特效、動態簡報、進場動畫 原創
academic-poster 研討會學術海報：A0/A1、傳統三欄或 Better Poster 版式 海報、poster、A0、研討會海報 原創
defense-qa-coach 口試答辯教練：委員提問題庫＋擬答框架＋模擬攻防 口試、答辯、模擬口試、追問 原創
⑥ 博士修業（模板） phd-milestone-tracker 博士修業里程碑與 deadline 追蹤（規則為範例，請換成你系所的） 修業里程碑、資格考期限、畢業時程 原創
qual-exam-coach 學科資格考備考教練（可依你的考科調整） 資格考、備考、記憶卡、模擬考 原創

授權圖例：原創＝作者本人著作（採根 LICENSE）；📎＝改作／收錄他人開源作品（保留原授權與姓名標示）；🔒＝含非商業（NC）條款。詳見 NOTICE.md。

關於引用查核：另有優秀開源工具 PHY041/claude-skill-citation-checker（比對 CrossRef／Semantic Scholar／OpenAlex）。因其上游未附授權（預設保留一切權利），本 repo 不重製其程式碼，建議直接前往取用，與本包 citation-verifier 搭配。

🚀 安裝

claude.ai：Code → Download ZIP → claude.ai Customize → Skills → 逐一上傳你要的技能資料夾 → Settings → Capabilities 開啟 Code execution。 Claude Code：clone 後把 skills/ 下要的資料夾複製到 ~/.claude/skills/。詳見 docs/INSTALL.md。

💡 使用範例

範例 1 — 發想期問「這題能不能做」＋方法建議

你：我想做「董事會性別多元化對創新產出（專利數）的影響」，TEJ 做得起來嗎？ Claude（tej-data-scout）：拆構念、給「變數 × 資料對照表」，標示董監資料【直接】、專利數【外部】（建議 TIPO）；判定為公司-年 panel，因專利為計數且過度離散 → 建議負二項固定效果；再交棒 /r-spss-syntax-architect 產語法。

範例 2 — 投稿前一致性稽核

你：這是我的迴歸章節（.docx），投稿前幫我抓內部矛盾。 Claude（thesis-consistency-audit）：逐一比對假設↔迴歸表、樣本數、文字↔表格數字、APA 引用，列出會被審查委員圈起來的矛盾點與修正建議。

範例 3 — 模擬 Q1 期刊審查

你：用 ABS 3* 審查委員的角度狠一點審這篇 introduction 與 hypotheses。 Claude（q1-journal-reviewer）：以匿名審查口吻指出理論貢獻、假設推導斷點、identification 威脅，並給 Major/Minor Revision 的具體要求。

📜 授權

本 repo 是合輯（collection），採逐資料夾授權：原創技能採根 LICENSE；改作／收錄他人作品的技能，各資料夾內保留原作者 LICENSE 與 ATTRIBUTION.md。完整對照見 NOTICE.md。🔒 標示 Non-Commercial 的技能僅供非商業學術用途。

🙏 致謝

  • Zara Zhang — academic-slides（MIT）
  • Yuan Yizhe（Yuan1z0825） — nature-skills，management-figure 的出版級繪圖底子（MIT）
  • Cheng-I Wu（Imbad0202） — academic-research-skills，phd-researcher 的系統性回顧／後設分析模組（CC BY-NC 4.0）
  • qqfly1to19 — awesome_proofreading_auto，thesis-consistency-audit 的稽核框架理念（CC BY-NC-SA 4.0）
  • PHY041 — claude-skill-citation-checker，推薦搭配的引用查核工具（本 repo 未重製其程式碼）
  • academic-pptx 內容準則參考 Barbara Minto《Pyramid Principle》、Naegle (2021) PLOS Comput Biol 等公開學術實務。

若你是上述任一作者、對收錄或標示有任何意見，歡迎開 issue，我會立即配合調整。

🤝 貢獻 / ⚖️ 免責

歡迎 issue 與 PR，特別是新增資料庫 profile（見 docs/ADD_A_DATABASE.md）。請先讀 CONTRIBUTING.md。本專案與 Anthropic 無官方關聯；技能輸出僅供研究輔助，最終學術判斷與責任在使用者本人。phd-milestone-tracker／qual-exam-coach 內的規則為範例模板，務必以你所屬系所公告為準。部分技能需付費資料庫（TEJ）。

English

📌 What it is / Who it's for

A bundle of Claude Skills for the full research workflow. Once installed, Claude auto-loads the relevant skill when your conversation touches a matching task, applying a domain-specific framework so you don't have to re-type long prompts.

Audience: quantitative researchers in business, finance, and social science (master's/PhD students and faculty), especially those working in the Taiwanese academic context (Traditional Chinese, APA 7). Many skills are usable in any context.

⚠️ Not affiliated with Anthropic. Some skills require external tools or a paid database (e.g., TEJ) for full functionality.

🧭 Operating principles (three ground rules)

  1. You fetch your own data. Every data skill assumes you (or your institution) hold a legitimate subscription/license and download the data yourself. Skills only teach where to look, how to judge feasibility, and how to analyze — they never fetch data for you and never redistribute any database's proprietary catalog.
  2. Teach method, foreground identification. After data is located, skills recommend the appropriate research design and estimator (is the identifying assumption plausible first, model choice second) and generate reproducible R/SPSS/Stata syntax.
  3. Database-agnostic and extensible. The framework applies to any database (TEJ is just the built-in example). Contribute profiles for WRDS/Compustat, CSMAR, World Bank, etc. via docs/ADD_A_DATABASE.md.

🗂 Skills overview (grouped by research stage)

Stage Skill What it does License
① Ideation・Literature・Data research-orchestrator A router "research brain" that dispatches the right sub-skill Original
research-method-selector Methodological-fit advisor (quant/qual/experiment/mixed) + Q1 process templates + beginner guidance mode Original
phd-researcher Literature analysis, methodology reverse-engineering, research gaps, PRISMA systematic reviews, meta-analysis Mixed 🔒
tej-data-scout Data-feasibility scouting + research-design/estimator advice (TEJ as example; database-agnostic) Original
tej-variable-mapper Maps Compustat/CRSP variable definitions to TEJ fields Original
tej-data-wrangler Cleans raw TEJ Excel/CSV: missing values, outliers, formatting Original
② Analysis・Syntax・Scales survey-research-architect End-to-end survey research: design, a-priori power & sampling, fielding plan, CMV defenses Original
interview-method-designer In-depth interview design: layered protocols, theoretical sampling & saturation, ethics Original
experiment-design-architect Experimental design: between/within, counterbalancing, vignettes, manipulation checks Original
r-spss-syntax-architect Generates reproducible R/SPSS/Stata syntax from hypotheses (incl. SEM/PLS lane) Original
causal-inference-architect Causal identification: modern staggered DiD, IV, RDD, synthetic control, event-study plots Original
text-analytics-architect Text-as-data: topic models, tone/sentiment, LLM-annotation validity discipline Original
ob-hrm-scale-adaptor Cross-cultural scale adaptation (copyright-compliant) + measurement-invariance syntax Original
qualitative-thematic-coder Braun & Clarke thematic analysis for interview transcripts Original
management-figure Publication-grade figures: inverted-U turning points, coefficient forest plots, interaction & marginal-effects plots 📎 MIT
③ Writing・Polishing academic-journal-polisher Prose polishing for Taiwanese academic writing; removes AI-tells Original
q1-journal-polisher Q1–Q4 journal English polishing + APA 7 + mock review Original
nstc-grant-writer NSTC (Taiwan) grant-proposal writing + reviewer-lens self-assessment Original
response-letter-craftsman Point-by-point R&R response letters + Response to Reviewers Original
④ Pre-submission QA thesis-consistency-audit Six-dimension consistency audit: hypotheses↔tables, sample sizes, text↔tables, citations 🔒 CC BY-NC-SA
q1-journal-reviewer Simulates an ABS 3*/4* anonymous reviewer's critique Original
citation-verifier Catches AI-fabricated references, orphan citations, claim–citation mismatches Original
⑤ Defense・Slides academic-pptx Academic slide content & structure standards: action titles, argument-driven decks 📎 MIT
academic-slides Beamer-style, zero-dependency single-file HTML academic slides (KaTeX) 📎 MIT
academic-deck-animator Presentation animation engine: HTML+Canvas particles / native-PPTX entrance animations Original
academic-poster Conference posters: A0/A1, classic 3-column or Better-Poster layouts Original
defense-qa-coach Defense Q&A coach: committee question bank + answer frameworks + mock drills Original
⑥ PhD milestones (templates) phd-milestone-tracker PhD milestone & deadline tracker (rules are a template — replace with your program's) Original
qual-exam-coach Qualifying-exam prep coach (adaptable to your subjects) Original

Legend: Original = authored by this project (root LICENSE); 📎 = adapted from / includes third-party open-source work (original license & attribution preserved in-folder); 🔒 = includes a Non-Commercial (NC) clause. See NOTICE.md.

On citation checking: there's an excellent open-source tool, PHY041/claude-skill-citation-checker (checks CrossRef/Semantic Scholar/OpenAlex). Because its upstream ships no license (all rights reserved), this repo does not reproduce its code — please get it from the original repo and pair it with this bundle's citation-verifier.

🚀 Install

claude.ai: Code → Download ZIP → claude.ai → Customize → Skills → upload each skill folder → Settings → Capabilities → enable Code execution. Claude Code: clone, then copy the folders you want from skills/ into ~/.claude/skills/. See docs/INSTALL.md.

💡 Usage examples

1 — "Is this topic feasible?" + method advice

You: I want to study board gender diversity → innovation output (patent counts). Can TEJ support this? Claude (tej-data-scout): decomposes the constructs, gives a variable×data table (board data = direct; patent counts = external, suggest TIPO), identifies it as a firm-year panel, and — since patents are over-dispersed counts — recommends a negative-binomial fixed-effects model, then hands off to /r-spss-syntax-architect for runnable syntax.

2 — Pre-submission consistency audit

You: Here's my results chapter (.docx). Find internal contradictions before I submit. Claude (thesis-consistency-audit): cross-checks hypotheses↔tables, sample-size flow, text↔table numbers, and APA citations; lists the contradictions a reviewer would circle, with fixes.

3 — Mock Q1 journal review

You: Review this introduction and hypotheses as a tough ABS 3* reviewer. Claude (q1-journal-reviewer): in an anonymous-reviewer voice, flags gaps in theoretical contribution, breaks in hypothesis logic, and identification threats, with Major/Minor-Revision-level requests.

📜 License

This repo is a collection under per-directory licensing: original skills follow the root LICENSE; adapted/included third-party skills keep their own LICENSE and ATTRIBUTION.md in-folder. Full map in NOTICE.md. Skills marked 🔒 Non-Commercial are for non-commercial academic use only.

🙏 Credits

Deep thanks to the open-source authors this work stands on:

  • Zara Zhang — academic-slides (MIT)
  • Yuan Yizhe (Yuan1z0825) — nature-skills, the publication-grade plotting foundation of management-figure (MIT)
  • Cheng-I Wu (Imbad0202) — academic-research-skills, the systematic-review / meta-analysis module of phd-researcher (CC BY-NC 4.0)
  • qqfly1to19 — awesome_proofreading_auto, the audit-framework concept behind thesis-consistency-audit (CC BY-NC-SA 4.0)
  • PHY041 — claude-skill-citation-checker, a recommended companion tool (its code is not reproduced here)
  • academic-pptx's content guidelines draw on Barbara Minto's Pyramid Principle and Naegle (2021, PLOS Comput Biol).

If you are any of these authors and have any concern about inclusion or attribution, please open an issue — I will adjust immediately.

🤝 Contributing / ⚖️ Disclaimer

Issues and PRs welcome — especially new database profiles (docs/ADD_A_DATABASE.md). Please read CONTRIBUTING.md. Not affiliated with Anthropic; skill outputs are research aids — final academic judgment and responsibility rest with the user. The phd-milestone-tracker / qual-exam-coach rules are templates — verify against your own institution. Some skills require a paid database (TEJ).