data-science SKILL.md skillA

data-science from travisjneuman/.claude is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add travisjneuman/.claude/data-science@git:20260930.c8d311d

Pins git:20260930.c8d311d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
travisjneuman/.claude
Path
skills/data-science/SKILL.md
Versions recorded
4
Latest version
git:20260930.c8d311d, committed Sep 30, 2026
First version recorded
Dec 17, 2025
Size
9,075 bytes
Repository stars
105
License
MIT

Data science and analytics expertise for statistical analysis, machine learning pipelines, data governance, business intelligence, predictive modeling, and analytics strategy. Use when building ML models, analyzing data, creating dashboards, or designing data architectures.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Data Science Expert

Comprehensive data science frameworks for analytics, machine learning, and data-driven decision making.

## Data Strategy

### Data Maturity Model

| Level | Name                | Characteristics                           |
| ----- | ------------------- | ----------------------------------------- |
| 1     | **Ad Hoc**          | Manual, inconsistent, siloed              |
| 2     | **Opportunistic**   | Some automation, point solutions          |
| 3     | **Systematic**      | Defined processes, governance emerging    |
| 4     | **Differentiating** | Data-driven decisions, advanced analytics |
| 5     | **Transformative**  | AI-first, competitive advantage           |

### Analytics Value Chain

```
DATA → INFORMATION → INSIGHT → ACTION → VALUE

PROGRESSION:
Descriptive: What happened?
Diagnostic: Why did it happen?
Predictive: What will happen?
Prescriptive: What should we do?
Autonomous: Self-optimizing systems
```

## Statistical Analysis

### Descriptive Statistics

```
CENTRAL TENDENCY:
- Mean: Sum / Count (sensitive to outliers)
- Median: Middle value (robust to outliers)
- Mode: Most frequent value

DISPERSION:
- Range: Max - Min
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add travisjneuman/.claude/data-science@sha256:85f0a59aef37391b

The line at the top of this page pins the label git:20260930.c8d311d, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_w7mjuhcha4wbihuo.svg)](https://markdownregistry.com/a/art_w7mjuhcha4wbihuo)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Dec 17, 2025 and Sep 30, 2026, about one every 95 days.

versioncommittedcommitsizeaudit
git:20260930.c8d311d latest2026-09-30 c8d311d 9,075 BA view · diff
git:20260113.90b2d6e2026-01-13 90b2d6e 9,138 BA view · diff
git:20251217.c0ba6272025-12-17 c0ba627 7,733 BA view · diff
git:20251217.3f83b432025-12-17 3f83b43 12,161 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (9075 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

travisjneuman/.claude · 105 stars · license MIT · pushed 2026-10-19 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_w7mjuhcha4wbihuo
GET https://markdownregistry.com/api/v1/resolve?ref=travisjneuman/.claude/data-science
GET https://markdownregistry.com/api/v1/blob/85f0a59aef37391be0d98430ba55fa53f750db9dd6285df64c5cc0d581533498

Your AI assistant 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.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in travisjneuman/.claude

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