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Agent skill

Spq Data Analysis

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when executing and reporting the analysis for a Social Psychology Quarterly (SPQ) manuscript so it survives expert, masked review — honest uncertainty, robustness, sound…

No licenceAuto-check passedData & Analytics

Install Spq Data Analysis

skills CLI
$ npx skills add franklee16/academic-research-skills --skill spq-data-analysis -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install franklee16/academic-research-skills spq-data-analysis --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/Social-Psychology-Quarterly-Skills/skills/spq-data-analysis .claude/skills/spq-data-analysis && rm -rf skills-src

Use ~/.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/

Facts

Skill name
spq-data-analysis
GitHub stars
223
Used in
1 other repo
Token cost
~1.1k tokens
SKILL.md length
415 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 Social Psychology Quarterly (SPQ) manuscript so it survives expert, masked review — honest uncertainty, robustness, sound…

  • Works in 6 steps: Report uncertainty honestly.… → Measurement quality up front. For… → Robustness that probes, not decorates.… → …
  • Executing and reporting the analysis for a Social Psychology Quarterly (SPQ) manuscript so it survives expert
  • SKILL.md covers When to trigger, Analysis norms SPQ expects, Interpretive / qualitative… and Reproducibility while you work…, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Spq Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for a Social Psychology Quarterly (SPQ) manuscript so it survives expert, masked review — honest uncertainty, robustness, sound measurement, and reporting appropriate to experiments, surveys/secondary data, or interpretive analysis in sociological social psychology. 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. 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 Social Psychology Quarterly (SPQ) manuscript so it survives expert
  • Masked review — honest uncertainty
  • Sound measurement
  • Reporting appropriate to experiments

Example prompts

  • “/spq-data-analysis”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Report uncertainty honestly. Confidence/credible intervals, not just stars; the magnitude and
  2. Measurement quality up front. For identity salience, mastery, sentiment, status, etc.: report
  3. Robustness that probes, not decorates. Alternative measures, samples, model specifications, or
  4. Right inference for the design. Survey weights/clustering for complex samples; multilevel models
  5. Heterogeneity with discipline. Pre-specify subgroups where possible; don't mine for a significant
  6. Mediation/mechanism with care. If you claim the social-psychological mechanism mediates, test it

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

Spq Data Analysis loads about 1.1k tokens when it runs. Until then it costs about 96 tokens; SKILL.md has 415 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~96
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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 415 words (~1,095 tokens).

“SPQ reviewers are sophisticated about both social-psychological measurement and the methods of each tradition. Analyze and report so an expert can trust the result and see the structure–individual link in the numbers (or the interpretation). This skill covers execution and…”

— opening of SKILL.md by franklee16
name
spq-data-analysis

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Social-Psychology-Quarterly-Skills/skills/spq-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

Spq 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.

Spq Data Analysis compared with similar skills
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Spq Data Analysis this skillfranklee16/academic-research-skills2231 repos~1.1kAutomated safety check: PassNone
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Excel and CSV Data Analysisbytedance/deer-flow84k4 repos~2.2kAutomated safety check: PassMIT
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Pandas ProJeffallan/claude-skills12k1 repos~1.5kAutomated safety check: PassMIT
Python Executorcortega26/chile-hub1132 repos~1.5kAutomated safety check: PassMIT

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Categories

Questions about Spq Data Analysis

What does Spq Data Analysis do?

A skill your agent uses when executing and reporting the analysis for a Social Psychology Quarterly (SPQ) manuscript so it survives expert, masked review — honest uncertainty, robustness, sound…. Spq Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for a Social Psychology Quarterly (SPQ) manuscript so it survives expert, masked review — honest uncertainty, robustness, sound measurement, and reporting appropriate to experiments, surveys/secondary data, or interpretive analysis in sociological social psychology.

When should I use Spq Data Analysis?

Spq Data Analysis fits situations like: executing and reporting the analysis for a Social Psychology Quarterly (SPQ) manuscript so it survives expert; masked review — honest uncertainty; sound measurement; reporting appropriate to experiments.

How do I install Spq Data Analysis in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill spq-data-analysis -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Social-Psychology-Quarterly-Skills/skills/spq-data-analysis in franklee16/academic-research-skills) into .claude/skills/spq-data-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Spq Data Analysis in Codex?

Run `npx skills add franklee16/academic-research-skills --skill spq-data-analysis -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Social-Psychology-Quarterly-Skills/skills/spq-data-analysis in franklee16/academic-research-skills) into .agents/skills/spq-data-analysis in your project. Codex loads it when a task matches its description.

Can I use Spq 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 spq-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/spq-data-analysis, .gemini/skills/spq-data-analysis, .github/skills/spq-data-analysis and .opencode/skills/spq-data-analysis in your project.

What does Spq Data Analysis need to run?

SKILL.md names no scripts, command-line tools or credentials: Spq Data Analysis is instructions for the agent only.

Does Spq 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 Spq 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 Spq Data Analysis use?

No licence was found for Spq Data Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Spq Data Analysis use?

About 1.1k tokens (SKILL.md is roughly 4.4k 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 Spq Data Analysis?

Skills that share tags, products or a category with Spq Data Analysis: Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Excel and CSV Data Analysis (bytedance/deer-flow, 84k stars), Exploratory Data Analysis (Oleafly/Oleafly, 209 stars) and Pandas Pro (Jeffallan/claude-skills, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Spq 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.