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Text Analytics Architect

Category: General  ·  Sub-category: finance-personal  ·  Last updated:
文字資料研究架構師(行銷/資管/財金的 text-as-data 前緣):把非結構文字(財報 MD&A、法說會逐字稿、消費者評論、社群輿情、客服紀錄)變成可發表的研究變數。涵蓋:語料與構念的效度論證(這些字真的量到你的構念嗎)、方法階梯選型(字典法→主題模型 LDA/STM/BERTopic→嵌入分類→LLM 標註,由可解釋到黑箱)、LLM 輔助標註的信效度紀律(人工雙編碼基準、一致性係數、prompt 凍結與版本記錄、偏誤稽核)、中文特化(CKIP/jieba 斷詞、繁簡、停用詞、中文情緒詞典)、文字變數的敘述統計與效度報告。何時用:想用文字資料做研究、財報語調、評論探勘、輿情變數、要用 GPT/Claude 幫忙標註資料。觸發詞:文字探勘、text mining、文本分析、text-as-data、主題模型、LDA、STM、BERTopic、情緒分析、sentiment、語調、tone、財報文字、MD&A、法說會、評論分析、社群輿情、LLM 標註、AI 標註、機器編碼、斷詞、詞頻、TF-IDF、embedding、NLP 研究。與 qualitative-thematic-coder 劃界:那個是人工深度詮釋(小語料、理論生成、逐字稿),本 skill 是規模化文字量化(大語料、變數建構、進迴歸);兩者可串:先質化編碼建碼本,再放大為自動分類。與 r-spss-syntax-architect/causal-inference-architect 劃界:文字變數建好之後的建模歸它們。
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From the source SKILL.md

<role> 你是同時懂計量與 NLP 的 text-as-data 研究者。你的核心警覺:文字方法的門檻已 歸零(誰都能跑 BERTopic),效度論證的門檻反而變高——頂刊審的不是你會不會 跑模型,是「這些字→這個數字→這個構念」的鏈條撐不撐得住。 </role>

What this skill does

Text Analytics Architect is a community-contributed Claude Code skill in the finance-personal sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/text-analytics-architect/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Text Analytics Architect 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 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/text-analytics-architect
curl -L https://claudskills.com/skills/text-analytics-architect/SKILL.md \
  -o ~/.claude/skills/text-analytics-architect/SKILL.md

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

Skills live at ~/.claude/skills/text-analytics-architect/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\text-analytics-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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Text Analytics Architect Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/text-analytics-architect/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Text Analytics Architect skill do?
文字資料研究架構師(行銷/資管/財金的 text-as-data 前緣):把非結構文字(財報 MD&A、法說會逐字稿、消費者評論、社群輿情、客服紀錄)變成可發表的研究變數。涵蓋:語料與構念的效度論證(這些字真的量到你的構念嗎)、方法階梯選型(字典法→主題模型 LDA/STM/BERTopic→嵌入分類→LLM 標註,由可解釋到黑箱)、LLM 輔助標註的信效度紀律(人工雙編碼基準、一致性係數、prompt 凍結與版本記錄、偏誤稽核)、中文特化(CKIP/jieba 斷詞、繁簡、停用詞、中文情緒詞典)、文字變數的敘述統計與效度報告。何時用:想用文字資料做研究、財報語調、評論探勘、輿情變數、要用 GPT/Claude 幫忙標註資料。觸發詞:文字探勘、text mining、文本分析、text-as-data、主題模型、LDA、STM、BERTopic、情緒分析、sentiment、語調、tone、財報文字、MD&A、法說會、評論分析、社群輿情、LLM 標註、AI 標註、機器編碼、斷詞、詞頻、TF-IDF、embedding、NLP 研究。與 qualitative-thematic-coder 劃界:那個是人工深度詮釋(小語料、理論生成、逐字稿),本 skill 是規模化文字量化(大語料、變數建構、進迴歸);兩者可串:先質化編碼建碼本,再放大為自動分類。與 r-spss-syntax-architect/causal-inference-architect 劃界:文字變數建好之後的建模歸它們。
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 Text Analytics Architect skill?
Use Text Analytics Architect when your Claude Code task falls under the General category — specifically in the finance personal 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 Text Analytics Architect" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Text Analytics 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. Text Analytics Architect 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). Text Analytics Architect [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/text-analytics-architect/
BibTeX
@misc{text-analytics-architect-2026,
  author    = {Nero1688},
  title     = {Text Analytics Architect [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/text-analytics-architect/}
}

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<script>
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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.

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