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Data Analyst Expert

Guides the agent through data exploration, cleaning, charts, and statistical analysis with pandas and SQL

Stars
18,243
Licence
Apache-2.0
Files
1 file

What it does

Once installed, the agent approaches data work like an experienced analyst: it first inspects a dataset for missing values, duplicates, and odd formats, then cleans it, explores distributions and correlations, and produces well-labelled charts. It also applies statistical checks such as choosing the right test, reporting effect sizes and confidence intervals, and warning against causal claims drawn from correlations. The skill is a set of instructions and best practices; it does not add any new tools by itself.

Great for

  • Analysts or students who want a structured, careful approach to exploring a dataset with Python or SQL
  • Non-specialists who need plain-language summaries of what a dataset shows
  • Teams wanting consistent cleaning and charting conventions in reports

Skip it if

  • Users who need the agent to run analysis on sensitive or regulated data without review, since the skill gives no privacy or data-handling guidance
  • Anyone expecting causal or high-stakes conclusions; the skill itself warns that correlations alone do not prove causation and that small samples are unreliable

Try asking

  • “Explore this sales CSV: check for nulls and duplicates, then summarise the key trends”
  • “Compare conversion rates between two groups and tell me whether the difference is statistically meaningful”
  • “Make a readable time-series chart of monthly revenue with labelled axes and annotated peaks”
  • “Clean this customer table: standardise date formats and normalise the name fields”
Step-by-step guide: how to use Data Analyst ExpertInstall, first run, examples, tips and FAQs

Install in 3 steps

  1. 1

    Download the skill

    The ZIP contains the 1 original files, the Apache-2.0 licence and an attribution note.

    data-analyst.zip
  2. 2

    Add it to your agent

    Claude Code (all projects)

    mkdir -p ~/.claude/skills && unzip data-analyst.zip -d ~/.claude/skills/

    Claude Code / Agent SDK (this project only)

    mkdir -p .claude/skills && unzip data-analyst.zip -d .claude/skills/

    Claude apps (web/desktop): Settings → Capabilities → Skills → Upload skill, and choose the ZIP.

  3. 3

    Ask for the task

    No special command needed — the agent reads the skill's description and loads it when your request matches. Try one of the prompts above.

Get better results

  • Provide the dataset or a clear description of its columns and goal so the agent can pick sensible cleaning and chart choices
  • Ask for the assumptions behind any statistical test, and check that sample sizes are adequate
  • Install the Python libraries in the environment the agent uses, since the skill assumes they are available

What's inside

  • SKILL.md

Redistributed unmodified from RightNow-AI/openfang under the Apache-2.0 licence. The assessment was drafted with AI from the skill's files on 2026-10-29. Skills can instruct your agent to run code — read SKILL.md and any scripts before installing.