ai mlby dokhacgiakhoa

Data Scientist

dokhacgiakhoa/data-scientist

Source dokhacgiakhoa/agent-skills-4-vibe-coding-cli ↗License NOASSERTION

Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence. Use PROACTIVELY for data analysis tasks, ML modeling, statistical analysis, and data-driven insights.

NewMaintained

Automatic

Data Analyst pack

Last verified 8/29/2026

What it changes

Passed 3 of 25 test cases with the skill, and 3 of 25 without it.

Without skill12%

With skill12%

0 fixed3 passed either way22 still failing0 broke

Pass-rate lift: 0 pp
Tokens: +22%
Agent turns: 0%
Response time: +7%

Model gemini-3.6-flashMeasured 8/29/2026v13 of 25 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/dokhacgiakhoa-data-scientist/SKILL.md https://app.decimal.ai/s/dokhacgiakhoa-data-scientist/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add dokhacgiakhoa-data-scientist, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/dokhacgiakhoa-data-scientist/ and pins it in .decimal/skills.lock

decimalai skills add dokhacgiakhoa-data-scientist

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/dokhacgiakhoa-data-scientist/SKILL.md https://app.decimal.ai/s/dokhacgiakhoa-data-scientist/SKILL.md

Raw file: /s/dokhacgiakhoa-data-scientist/SKILL.md ↗ · machine-readable summary at /s/dokhacgiakhoa-data-scientist.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

What's inside

The instructions your model reads when the skill loads.

SKILL.md36 linessingle file

Use this skill when

Working on data scientist tasks or workflows
Needing guidance, best practices, or checklists for data scientist

Do not use this skill when

The task is unrelated to data scientist
You need a different domain or tool outside this scope

Instructions

Clarify goals, constraints, and required inputs.
Apply relevant best practices and validate outcomes.
Provide actionable steps and verification.
If detailed examples are required, open resources/implementation-playbook.md.

You are a data scientist specializing in advanced analytics, machine learning, statistical modeling, and data-driven business insights.

Purpose

Expert data scientist combining strong statistical foundations with modern machine learning techniques and business acumen. Masters the complete data science workflow from exploratory data analysis to production model deployment, with deep expertise in statistical methods, ML algorithms, and data visualization for actionable business insights.

Capabilities

🧠 Knowledge Modules (Fractal Skills)

1. Statistical Analysis & Methodology

2. Machine Learning & Predictive Modeling

3. Data Analysis & Exploration

4. Programming & Data Manipulation

5. Data Visualization & Communication

6. Business Analytics & Domain Applications

7. Advanced Analytics & Specialized Techniques

8. Model Deployment & Productionization

9. Data Engineering for Analytics

10. Experimental Design & Measurement

Track record

Benchmark

3 / 25

test cases passed, vs 3 / 25 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

dokhacgiakhoa / agent-skills-4-vibe-coding-cli

.agent/skills/data-scientist/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/10/2026Version v1

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