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skill CX Codex

data-analysis · akillness — Claude Code skill: dataset analysis and reports

A skill that walks the agent through dataset analysis: quality checks first, then the right method, then findings with caveats. Useful when you have an export and need an answer, not just code.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓
npx skills add akillness/jeo-skills --skill data-analysis -a claude-code
Open on GitHub

What data-analysis does

The skill sets an order for working with a dataset. The agent frames the question and the metric, profiles the data for nulls, duplicates and impossible values, and only then computes. Four patterns are covered: explaining a change, comparing segments, funnel and retention work, and telemetry review. Each comes with its own checklist.

Findings come back in three layers: what the data shows, what it likely means, and what could weaken the conclusion. That keeps observation apart from guesswork. Tool access is limited to Read, Grep, Glob and Bash — reading files, searching and running commands, with no code edits.

This is not the skill for anomaly hunting across a codebase or for building a dashboard; the same collection has separate skills for those. When data quality is poor, the agent says what can be trusted instead of forcing conclusions out of a messy extract.

What it helps with

  • check an export for nulls and duplicates before computing
  • explain why conversion dropped week over week
  • compare channels by both rate and volume
  • map an onboarding funnel and find the worst drop-off
  • split findings into observation, interpretation and caveat

Example prompts for the agent

  • analyze events.csv, compute retention by cohort and tell me where it breaks
  • compare conversion by channel for last month, show sample size for each
  • check the orders table for duplicates and nulls, then explain the revenue spike

How to install data-analysis

1Skills CLI (Vercel)

npx skills add akillness/jeo-skills --skill data-analysis -a claude-code

2Manually: put the files in place

~/.claude/skills/data-analysis/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/data-analysis/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about data-analysis

How do I install data-analysis in Claude?

Run npx skills add akillness/jeo-skills --skill data-analysis -a claude-code. The skill lands in ~/.claude/skills/data-analysis/SKILL.md.

What does data-analysis do?

It guides the agent through analysis stages: framing the question, checking data quality, picking a method, and returning a report with caveats.

How is data-analysis different from other skills in the collection?

It handles dataset reasoning. pattern-detection covers anomaly scanning, looker-studio-bigquery covers dashboards, and log-analysis covers raw log triage.

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data-analysis by other authors comes first.

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