Python Data Analysis
A-EVO-Lab/a-evolve
Best practices for multi-step Python tasks including data analysis, HuggingFace datasets, token counting, and any task requiring state across multiple python() calls.
A skill your agent uses when executing and reporting the analysis for an American Sociological Review (ASR) manuscript so it survives expert masked review — honest uncertainty, robustness, and…
Install Asr Data Analysis
$ npx skills add franklee16/academic-research-skills --skill asr-data-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills asr-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/American-Sociological-Review-Skills/skills/asr-data-analysis .claude/skills/asr-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 "asr-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-data-analysis into .claude/skills/asr-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asr-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/American-Sociological-Review-Skills/skills/asr-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 asr-data-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills asr-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/American-Sociological-Review-Skills/skills/asr-data-analysis .agents/skills/asr-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 "asr-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-data-analysis into .agents/skills/asr-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asr-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 asr-data-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills asr-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/American-Sociological-Review-Skills/skills/asr-data-analysis .cursor/skills/asr-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 "asr-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-data-analysis into .cursor/skills/asr-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asr-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/American-Sociological-Review-Skills/skills/asr-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 asr-data-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills asr-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/American-Sociological-Review-Skills/skills/asr-data-analysis .gemini/skills/asr-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 "asr-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-data-analysis into .gemini/skills/asr-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asr-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 asr-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 asr-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/American-Sociological-Review-Skills/skills/asr-data-analysis .github/skills/asr-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 "asr-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-data-analysis into .github/skills/asr-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asr-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 asr-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 asr-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/American-Sociological-Review-Skills/skills/asr-data-analysis .opencode/skills/asr-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 "asr-data-analysis" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-data-analysis into .opencode/skills/asr-data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asr-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
asr-data-analysis- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~902 tokens
- SKILL.md length
- 320 words
- Files
- 1
- Skills in repo
- 1,616
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when executing and reporting the analysis for an American Sociological Review (ASR) manuscript so it survives expert masked review — honest uncertainty, robustness, and…
- Works in 4 steps: Report uncertainty and magnitude, not… → Robustness that probes, not decorates —… → Heterogeneity with discipline —… → …
- Evidence handling appropriate to quantitative
- SKILL.md covers When to trigger, Analysis norms ASR expects, Reproducibility while you work and Anti-patterns, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Asr Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for an American Sociological Review (ASR) manuscript so it survives expert masked review — honest uncertainty, robustness, and evidence handling appropriate to quantitative, demographic, comparative-historical, or computational sociology. Guides analysis norms; it does not fabricate results.
Its SKILL.md is about 900 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 Speech recognition and synthesis and Data analysis. 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
- Evidence handling appropriate to quantitative
- Comparative-historical
- Computational sociology
Example prompts
- “/asr-data-analysis”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Report uncertainty and magnitude, not just significance — intervals and substantive effect
- Robustness that probes, not decorates — alternative measures, samples, estimators, and
- Heterogeneity with discipline — pre-specify or justify subgroups; adjust for multiple
- Measurement — validate constructs, report reliability, show results aren't an artifact of a
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
Asr Data Analysis loads about 902 tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 320 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 320 words (~902 tokens).
“ASR reviewers are methodologically demanding across very different traditions. Whether your evidence is regression coefficients, life tables, archival sequences, or coded fieldnotes, the analysis must be transparent, well-documented, and reproducible to the extent your data allow. Design decisions live in…”
- name
- asr-data-analysis
Files
Just SKILL.md in Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-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
Asr 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 |
|---|---|---|---|---|---|---|
| Asr Data Analysis this skillfranklee16/academic-research-skills | 223 | 1 repos | ~902 | Automated safety check: Pass | None | |
| Python Data AnalysisA-EVO-Lab/a-evolve | 806 | — | ~476 | Automated safety check: Pass | None | |
| Amazon Opensearch Serviceaws/agent-toolkit-for-aws | 2.8k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| Metagenomic Krona Chartaipoch/medical-research-skills | 2k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Phylogenetic Tree Styleraipoch/medical-research-skills | 2k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Pseudotime Trajectory Vizaipoch/medical-research-skills | 2k | — | ~3.8k | Automated safety check: Pass | MIT |
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Categories
Questions about Asr Data Analysis
What does Asr Data Analysis do?
A skill your agent uses when executing and reporting the analysis for an American Sociological Review (ASR) manuscript so it survives expert masked review — honest uncertainty, robustness, and…. Asr Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for an American Sociological Review (ASR) manuscript so it survives expert masked review — honest uncertainty, robustness, and evidence handling appropriate to quantitative, demographic, comparative-historical, or computational sociology.
When should I use Asr Data Analysis?
Asr Data Analysis fits situations like: evidence handling appropriate to quantitative; comparative-historical; computational sociology.
How do I install Asr Data Analysis in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill asr-data-analysis -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-data-analysis in franklee16/academic-research-skills) into .claude/skills/asr-data-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Asr Data Analysis in Codex?
Run `npx skills add franklee16/academic-research-skills --skill asr-data-analysis -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/American-Sociological-Review-Skills/skills/asr-data-analysis in franklee16/academic-research-skills) into .agents/skills/asr-data-analysis in your project. Codex loads it when a task matches its description.
Can I use Asr 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 asr-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/asr-data-analysis, .gemini/skills/asr-data-analysis, .github/skills/asr-data-analysis and .opencode/skills/asr-data-analysis in your project.
What does Asr Data Analysis need to run?
SKILL.md names no scripts, command-line tools or credentials: Asr Data Analysis is instructions for the agent only.
Does Asr 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 Asr 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 Asr Data Analysis use?
No licence was found for Asr Data Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Asr Data Analysis use?
About 902 tokens (SKILL.md is roughly 3.6k 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 Asr Data Analysis?
Skills that share tags, products or a category with Asr Data Analysis: Python Data Analysis (A-EVO-Lab/a-evolve, 806 stars), Amazon Opensearch Service (aws/agent-toolkit-for-aws, 2.8k stars), Metagenomic Krona Chart (aipoch/medical-research-skills, 2k stars) and Phylogenetic Tree Styler (aipoch/medical-research-skills, 2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Asr Data Analysis?
franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,616 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.