
Data Analyst Expert
Guides the agent through data exploration, cleaning, charts, and statistical analysis with pandas and SQL
- Repository
- RightNow-AI/openfang
- 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”
Install in 3 steps
- 1
Download the skill
The ZIP contains the 1 original files, the Apache-2.0 licence and an attribution note.
data-analyst.zip - 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
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.