Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses to sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment, firm behavior, industrial organization, or the digital…
Install Cie Topic Selection
$ npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills cie-topic-selection --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection .claude/skills/cie-topic-selection && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "cie-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection into .claude/skills/cie-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cie-topic-selection", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selectionType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills cie-topic-selection --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection .agents/skills/cie-topic-selection && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cie-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection into .agents/skills/cie-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cie-topic-selection", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills cie-topic-selection --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection .cursor/skills/cie-topic-selection && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "cie-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection into .cursor/skills/cie-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cie-topic-selection", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/franklee16/academic-research-skills.git --path Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills cie-topic-selection --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection .gemini/skills/cie-topic-selection && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "cie-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection into .gemini/skills/cie-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cie-topic-selection", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install franklee16/academic-research-skills cie-topic-selectionInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection .github/skills/cie-topic-selection && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "cie-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection into .github/skills/cie-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cie-topic-selection", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install franklee16/academic-research-skills cie-topic-selection --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection .opencode/skills/cie-topic-selection && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "cie-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection into .opencode/skills/cie-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cie-topic-selection", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
cie-topic-selection- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~403 tokens
- SKILL.md length
- 79 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses to sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment, firm behavior, industrial organization, or the digital…
- Works in 4 steps: 政策评估类准实验：某产业 / 区域 /… → 企业行为与绩效：创新研发、出口、全要素生产率、数字化转型、ESG、僵尸企业、要素错配 → 产业组织与竞争：市场结构、进入退出、加成率、竞争政策、平台治理 → …
- Sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment
- SKILL.md covers 触发时机, 本刊选题偏好（强 → 弱）, 立选题三件套（缺一不可） and 边际贡献写法（黑名单 → 白名单）, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Cie Topic Selection is an agent skill from franklee16/academic-research-skills. Use to sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment, firm behavior, industrial organization, or the digital economy, backed by stylized facts and 3–5 marginal contributions. Use before drafting, when the research question or contribution is fuzzy.
Its SKILL.md is about 400 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Hypothesis generation. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.
When your agent uses it
- Sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment
- Industrial organization
- The digital economy
- Backed by stylized facts and 3–5 marginal contributions
Example prompts
- “/cie-topic-selection”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 政策评估类准实验：某产业 / 区域 / 环境政策对企业或地区结果的因果效应（试点、补贴、督察、宽带中国、低碳城市、自创区、数据要素、智能制造试点……）
- 企业行为与绩效：创新研发、出口、全要素生产率、数字化转型、ESG、僵尸企业、要素错配
- 产业组织与竞争：市场结构、进入退出、加成率、竞争政策、平台治理
- 数字经济与新动能：平台、数据要素、人工智能、工业互联网对生产率/就业的影响
What it can do on your machine
Read from SKILL.md and the folder at commit 9a4b2db. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Cie Topic Selection loads about 403 tokens when it runs. Until then it costs about 83 tokens; SKILL.md has 79 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 79 words (~403 tokens).
- name
- cie-topic-selection
Files
Just SKILL.md in Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection of franklee16/academic-research-skills.
Open the folder on GitHubat commit 9a4b2db
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Cie Topic Selection next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Cie Topic Selection this skillfranklee16/academic-research-skills | 223 | 1 repos | ~403 | Automated safety check: Pass | None | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Hypothesis GenerationK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.9k | Automated safety check: Pass | MIT | |
| Good QuestionRimagination/good-question | 305 | 1 repos | ~4.3k | Automated safety check: Pass | MIT | |
| High Stakes Analytics Decision Lablimingrui679-design/high-stakes-analytics-decision-lab | 1k | — | ~2.2k | Automated safety check: Pass | MIT |
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Formulate evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions, measurements, and preregistration-ready…
Good Question
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limingrui679-design/high-stakes-analytics-decision-lab
Build or review source-backed descriptive, diagnostic, predictive, and prescriptive analysis for consequential decisions.
Claim-Driven Experiment Planner
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Related
Categories
Questions about Cie Topic Selection
What does Cie Topic Selection do?
A skill your agent uses to sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment, firm behavior, industrial organization, or the digital…. Cie Topic Selection is an agent skill from franklee16/academic-research-skills. Use to sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment, firm behavior, industrial organization, or the digital economy, backed by stylized facts and 3–5 marginal contributions.
When should I use Cie Topic Selection?
Cie Topic Selection fits situations like: sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment; industrial organization; the digital economy; backed by stylized facts and 3–5 marginal contributions.
How do I install Cie Topic Selection in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection in franklee16/academic-research-skills) into .claude/skills/cie-topic-selection in your project. Claude Code loads it when a task matches its description.
How do I install Cie Topic Selection in Codex?
Run `npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-topic-selection in franklee16/academic-research-skills) into .agents/skills/cie-topic-selection in your project. Codex loads it when a task matches its description.
Can I use Cie Topic Selection in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add franklee16/academic-research-skills --skill cie-topic-selection -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cie-topic-selection, .gemini/skills/cie-topic-selection, .github/skills/cie-topic-selection and .opencode/skills/cie-topic-selection in your project.
What does Cie Topic Selection need to run?
SKILL.md names no scripts, command-line tools or credentials: Cie Topic Selection is instructions for the agent only.
Does Cie Topic Selection access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Cie Topic Selection safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Cie Topic Selection use?
No licence was found for Cie Topic Selection or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Cie Topic Selection use?
About 403 tokens (SKILL.md is roughly 1.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Cie Topic Selection?
Skills that share tags, products or a category with Cie Topic Selection: Hypothesis Generation (spacering-net/codeg, 3.9k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars), Hypothesis Generation (K-Dense-AI/claude-scientific-writer, 2.4k stars) and Good Question (Rimagination/good-question, 305 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cie Topic Selection?
franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.
Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.