Home / pedrohcgs / claude-code-my-workflow · .claude/skills/data-analysis/SKILL.md · GitHub

data-analysis skillA

data-analysis is agent-read markdown (skill) from pedrohcgs/claude-code-my-workflow: End-to-end R data analysis pipeline — exploration → cleaning → regression → publication-ready tables and figures. Use when user says "analyze this dataset", "run a regression on X", "explore this CSV", "full analysis workflow", "get me summary stats and a regression", or points at a `.csv`/`.rds`/`.dta` and asks for empirical results. Produces numbered R scripts in `scripts/R/` and outputs to `output/`..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified before it reaches your agent: the main file against the SHA-256 recorded here, the others against the git hashes of its source commit. The deterministic audit below grades the latest version, and the same checks always give the same file the same grade.

What the file says

# Data Analysis Workflow

Run an end-to-end data analysis in R: load, explore, analyze, and produce publication-ready output.

**Input:** `$ARGUMENTS` — a dataset path (e.g., `data/county_panel.csv`) or a description of the analysis goal (e.g., "regress wages on education with state fixed effects using CPS data").

---

## Constraints

- **Follow R code conventions** in `.claude/rules/r-code-conventions.md`
- **Save all scripts** to `scripts/R/` with descriptive names
- **Save all outputs** (figures, tables, RDS) to `output/`
- **Use `saveRDS()`** for every computed object — Quarto slides may need them
- **Use project theme** for all figures (check for custom theme in `.claude/rules/`)
- **Run r-reviewer** on the generated script before presenting results

---

## Workflow Phases

### Phase 0: Pre-Flight Report

**Before writing any analysis code, produce a Pre-Flight Report** showing you read the inputs. This prevents the common failure mode where the agent hallucinates variable names or skips project conventions.

Output block (in your response to the user, before Phase 1):

```markdown
## Pre-Flight Report

**Dataset:** [path]
- Variables found: [list from head()/names()]
…

Read the whole file at its exact version.

How to install

Latest version
mdr add pedrohcgs/claude-code-my-workflow/data-analysis@git:20260927.6535de7
Exact content
mdr add pedrohcgs/claude-code-my-workflow/data-analysis@sha256:30b2b5330589a64e

Pin to a label to follow the author's releases, or to a sha256 for exact bytes. Either way the resolved hash is written to mdr.lock, and mdr install fetches those bytes again and checks them, so it installs them exactly or fails.

Badge

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Versions

versioncommittedcommitsizeaudit
git:20260927.6535de7 latest2026-09-27 6535de7 8,605 BA view · diff
git:20260822.f73c29d2026-08-22 f73c29d 6,673 BA view · diff
git:20260821.8a2f8942026-08-21 8a2f894 6,625 BA view · diff
git:20260427.3af4e732026-04-27 3af4e73 6,616 BA view · diff
git:20260416.2d17b722026-04-16 2d17b72 5,716 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8605 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

pedrohcgs/claude-code-my-workflow · 1,598 stars · license MIT · pushed 2026-09-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_53r72lrvp6vn5kce
GET https://markdownregistry.com/api/v1/resolve?ref=pedrohcgs/claude-code-my-workflow/data-analysis
GET https://markdownregistry.com/api/v1/blob/30b2b5330589a64eab0bb71064ef6a4dbe5e8cce3c28852741c62861dccdb425

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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