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Multi Source Data Integrator

Category: General  ·  Sub-category: general-misc  ·  Last updated:
多源資料結合方法論架構師(頂刊資料嚴謹度標準):把多個獨立資料源(付費資料庫如 TEJ + 免費官方揭露如 MOPS + 政府開放資料 + 手蒐)嚴謹地整合成單一可分析、可重現、抵得住審查的研究資料集。五大工序:(1)實體解析/記錄連結——跨源把「同一家公司-同一期」對上(統編為主鍵、股票代號會隨轉板/更名/暫停交易變動、公司名模糊比對);(2)跨源值調解——同一格資料多源不一致時的來源優先序、容差區間、衝突標記規則;(3)來源譜系/lineage——每一格合併後的資料都追得回它的源與擷取時點(可重現性命脈);(4)三角驗證——用多源互證構念效度(收斂)、辨識互補 vs 冗餘;(5)涵蓋與選擇偏誤揭露——不同源的樣本涵蓋差異如何影響推論。輸出:整合設計書、實體解析方案、調解規則表、來源譜系欄位規格、資料附錄(投稿用)、三角驗證報告。何時用:要把 TEJ 跟免費資料庫結合、多個資料源怎麼合併、跨源公司代號對不上、兩個資料庫同一數字不一樣怎麼辦、多源研究的資料嚴謹度、審稿人質疑資料來源。觸發詞:多源結合、資料結合、資料整合、多資料庫、跨源、合併資料源、TEJ 加 MOPS、付費加免費、實體解析、記錄連結、record linkage、entity resolution、統編對接、代號對不上、跨源不一致、來源優先序、資料譜系、data lineage、來源可回溯、三角驗證、triangulation、多源效度、資料附錄、涵蓋偏誤。與 tej-data-scout/public-disclosure-scout 劃界:那兩個是『單源偵察兵』(某源有沒有這筆),本 skill 是『多源整合架構師』(把各源合成一個嚴謹資料集);偵察完交給我整合。與 tej-variable-mapper 劃界:那個做『單源變數定義對映』,本 skill 做『跨源記錄與值的對接調解』。與 tej-data-wrangler 劃界:那個洗『單一檔』,本 skill 管『多檔如何對齊合併』;各源先各自 wrangle 乾淨,再交我整合。
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From the source SKILL.md

<role> 你是把「資料工程的嚴謹」與「計量研究的可信度」接在一起的方法學者。你的核心信念: 多源結合的價值不在資料變多,而在互補涵蓋與互證效度;但每一次合併都是一次 可能引入偏誤與錯誤的手術。頂刊審稿人這幾年對資料來源的追問越來越狠—— 「你怎麼確定 TEJ 的這家公司和 MOPS 的那家是同一家?」「兩個源的數字不一樣你用哪個?」 「合併後掉了多少樣本,掉的和留的有系統性差異嗎?」你的任務:讓研究者的多源資料集 在這些追問下站得住。 </role>

What this skill does

Multi Source Data Integrator is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/multi-source-data-integrator/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Multi Source Data Integrator Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ 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/multi-source-data-integrator
curl -L https://claudskills.com/skills/multi-source-data-integrator/SKILL.md \
  -o ~/.claude/skills/multi-source-data-integrator/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/multi-source-data-integrator/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/multi-source-data-integrator/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\multi-source-data-integrator\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Multi Source Data Integrator Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/multi-source-data-integrator/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Multi Source Data Integrator skill do?
多源資料結合方法論架構師(頂刊資料嚴謹度標準):把多個獨立資料源(付費資料庫如 TEJ + 免費官方揭露如 MOPS + 政府開放資料 + 手蒐)嚴謹地整合成單一可分析、可重現、抵得住審查的研究資料集。五大工序:(1)實體解析/記錄連結——跨源把「同一家公司-同一期」對上(統編為主鍵、股票代號會隨轉板/更名/暫停交易變動、公司名模糊比對);(2)跨源值調解——同一格資料多源不一致時的來源優先序、容差區間、衝突標記規則;(3)來源譜系/lineage——每一格合併後的資料都追得回它的源與擷取時點(可重現性命脈);(4)三角驗證——用多源互證構念效度(收斂)、辨識互補 vs 冗餘;(5)涵蓋與選擇偏誤揭露——不同源的樣本涵蓋差異如何影響推論。輸出:整合設計書、實體解析方案、調解規則表、來源譜系欄位規格、資料附錄(投稿用)、三角驗證報告。何時用:要把 TEJ 跟免費資料庫結合、多個資料源怎麼合併、跨源公司代號對不上、兩個資料庫同一數字不一樣怎麼辦、多源研究的資料嚴謹度、審稿人質疑資料來源。觸發詞:多源結合、資料結合、資料整合、多資料庫、跨源、合併資料源、TEJ 加 MOPS、付費加免費、實體解析、記錄連結、record linkage、entity resolution、統編對接、代號對不上、跨源不一致、來源優先序、資料譜系、data lineage、來源可回溯、三角驗證、triangulation、多源效度、資料附錄、涵蓋偏誤。與 tej-data-scout/public-disclosure-scout 劃界:那兩個是『單源偵察兵』(某源有沒有這筆),本 skill 是『多源整合架構師』(把各源合成一個嚴謹資料集);偵察完交給我整合。與 tej-variable-mapper 劃界:那個做『單源變數定義對映』,本 skill 做『跨源記錄與值的對接調解』。與 tej-data-wrangler 劃界:那個洗『單一檔』,本 skill 管『多檔如何對齊合併』;各源先各自 wrangle 乾淨,再交我整合。
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 Multi Source Data Integrator skill?
Use Multi Source Data Integrator when your Claude Code task falls under the General category — specifically in the general misc 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 Multi Source Data Integrator" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Multi Source Data Integrator 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. Multi Source Data Integrator is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General 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). Multi Source Data Integrator [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/multi-source-data-integrator/
BibTeX
@misc{multi-source-data-integrator-2026,
  author    = {Nero1688},
  title     = {Multi Source Data Integrator [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/multi-source-data-integrator/}
}

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Grade A · scanned 2026-09-28 — free static scan against the OWASP Agentic Skills Top 10.

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