Scientific Toolkit Skill
zLanqing/codex-claude-academic-skills
Research computing toolkit for optoelectronic information science and engineering, MATLAB/Octave, Python scientific analysis, signal processing, image processing, statistics, simulation…
A skill your agent uses when executing and reporting the analysis for a Public Opinion Quarterly (POQ) manuscript so it survives expert, double-blind review — design-based inference that respects…
Install Poq Data Analysis
$ npx skills add franklee16/academic-research-skills --skill poq-data-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills poq-data-analysis --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/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis .claude/skills/poq-data-analysis && 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 "poq-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis into .claude/skills/poq-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "poq-data-analysis", 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/Public-Opinion-Quarterly-Skills/skills/poq-data-analysisType 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 poq-data-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills poq-data-analysis --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/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis .agents/skills/poq-data-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "poq-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis into .agents/skills/poq-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "poq-data-analysis", 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 poq-data-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills poq-data-analysis --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/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis .cursor/skills/poq-data-analysis && 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 "poq-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis into .cursor/skills/poq-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "poq-data-analysis", 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/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis--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 poq-data-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills poq-data-analysis --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/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis .gemini/skills/poq-data-analysis && 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 "poq-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis into .gemini/skills/poq-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "poq-data-analysis", 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 poq-data-analysisInstalls 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 poq-data-analysis -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/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis .github/skills/poq-data-analysis && 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 "poq-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis into .github/skills/poq-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "poq-data-analysis", 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 poq-data-analysis -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 poq-data-analysis --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/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis .opencode/skills/poq-data-analysis && 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 "poq-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis into .opencode/skills/poq-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "poq-data-analysis", 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
poq-data-analysis- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~1.1k tokens
- SKILL.md length
- 413 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when executing and reporting the analysis for a Public Opinion Quarterly (POQ) manuscript so it survives expert, double-blind review — design-based inference that respects…
- Works in 6 steps: Design-based inference. Use… → Report uncertainty honestly. Confidence… → Weighted vs. unweighted. Show both where… → …
- Executing and reporting the analysis for a Public Opinion Quarterly (POQ) manuscript so it survives expert
- SKILL.md covers When to trigger, Analysis norms POQ expects, Missing data, nonresponse &… and Reproducibility while you work…, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Poq Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for a Public Opinion Quarterly (POQ) manuscript so it survives expert, double-blind review — design-based inference that respects survey weights, strata, and clusters, honest uncertainty, robustness, and reproducibility. POQ verifies that code reproduces every table and figure. Guides analysis norms; it does not fabricate results.
Its SKILL.md is about 1.1k 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 Data & Analytics, covering Data analysis and Reproducible research. 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
- Executing and reporting the analysis for a Public Opinion Quarterly (POQ) manuscript so it survives expert
- Double-blind review — design-based inference that respects survey weights
- Honest uncertainty
- Reproducibility
Example prompts
- “/poq-data-analysis”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Design-based inference. Use complex-survey estimators (svy: / survey / samplics); declare
- Report uncertainty honestly. Confidence intervals, not just stars; the magnitude and
- Weighted vs. unweighted. Show both where they diverge and explain why; do not let weighting
- Robustness that probes, not decorates. Alternative weighting/calibration, alternative codings,
- Heterogeneity with discipline. Pre-specify subgroups; correct for multiple comparisons; do not
- Measurement carries through. Show the result is not an artifact of a coding/scaling choice;
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
Poq Data Analysis loads about 1.1k tokens when it runs. Until then it costs about 99 tokens; SKILL.md has 413 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 413 words (~1,066 tokens).
“POQ reviewers are methodologically sophisticated, and the journal requires replication materials that reproduce exactly all published tables and figures (see poq-transparency-and-data-policy). Analyze as if both are true — because they are. The defining POQ demand is design-based inference: survey weights…”
- name
- poq-data-analysis
Files
Just SKILL.md in Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis 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
Poq Data Analysis 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 |
|---|---|---|---|---|---|---|
| Poq Data Analysis this skillfranklee16/academic-research-skills | 223 | 1 repos | ~1.1k | Automated safety check: Pass | None | |
| Scientific Toolkit SkillzLanqing/codex-claude-academic-skills | 4.7k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Data Validationw95/awesome-claude-corporate-skills | 239 | 1 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Jeg Data Analysisbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Modeling Competition Computation StageWuXinbo-bo/Math-model-skills | 111 | — | ~4.5k | Automated safety check: Pass | MIT | |
| Ijoc Rebuttalbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.3k | Automated safety check: Pass | MIT |
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Categories
Questions about Poq Data Analysis
What does Poq Data Analysis do?
A skill your agent uses when executing and reporting the analysis for a Public Opinion Quarterly (POQ) manuscript so it survives expert, double-blind review — design-based inference that respects…. Poq Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for a Public Opinion Quarterly (POQ) manuscript so it survives expert, double-blind review — design-based inference that respects survey weights, strata, and clusters, honest uncertainty, robustness, and reproducibility.
When should I use Poq Data Analysis?
Poq Data Analysis fits situations like: executing and reporting the analysis for a Public Opinion Quarterly (POQ) manuscript so it survives expert; double-blind review — design-based inference that respects survey weights; honest uncertainty; reproducibility.
How do I install Poq Data Analysis in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill poq-data-analysis -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis in franklee16/academic-research-skills) into .claude/skills/poq-data-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Poq Data Analysis in Codex?
Run `npx skills add franklee16/academic-research-skills --skill poq-data-analysis -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Public-Opinion-Quarterly-Skills/skills/poq-data-analysis in franklee16/academic-research-skills) into .agents/skills/poq-data-analysis in your project. Codex loads it when a task matches its description.
Can I use Poq Data Analysis 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 poq-data-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/poq-data-analysis, .gemini/skills/poq-data-analysis, .github/skills/poq-data-analysis and .opencode/skills/poq-data-analysis in your project.
What does Poq Data Analysis need to run?
SKILL.md names no scripts, command-line tools or credentials: Poq Data Analysis is instructions for the agent only.
Does Poq Data Analysis 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 Poq Data Analysis 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 Poq Data Analysis use?
No licence was found for Poq Data Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Poq Data Analysis use?
About 1.1k tokens (SKILL.md is roughly 4.3k 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 Poq Data Analysis?
Skills that share tags, products or a category with Poq Data Analysis: Scientific Toolkit Skill (zLanqing/codex-claude-academic-skills, 4.7k stars), Data Validation (w95/awesome-claude-corporate-skills, 239 stars), Jeg Data Analysis (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Modeling Competition Computation Stage (WuXinbo-bo/Math-model-skills, 111 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Poq Data Analysis?
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.