> **Source**: `../role-data-scientist/SKILL.md` > > This file is a reference. The main skill definition is in the `.claude/skills/` directory.
Scanned 9/9/2026
Install to Claude Code
npx -y skills add ilandahan/AID --skill data-scientist --agent claude-codeInstalls into .claude/skills of the current project.
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# Data Scientist Role Skill
> **Source**: `../role-data-scientist/SKILL.md`
>
> This file is a reference. The main skill definition is in the `.claude/skills/` directory.
## Quick Reference
**Role**: Data Scientist
**Focus**: Data pipelines, ML models, RAG/CAG, prompt engineering, analytics, observability, governance, responsible AI
### Phase Focus
| Phase | Focus | Key Output |
|-------|-------|------------|
| Discovery | Data landscape, ML feasibility | Data audit, feasibility analysis, risk notes |
| PRD | Data requirements, metrics | Requirements doc, success metrics, evaluation plan |
| Tech Spec | ML architecture, pipelines | Architecture doc, data schemas, RAG design |
| Development | Implementation, training | Pipelines, models, prompts, evaluation results |
| QA & Ship | Validation, monitoring | Validation report, dashboards, model cards |
## Cumulative Learnings
See `cumulative.md` for project-specific learnings captured by the memory system.
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This skill helps you track, analyze, and report on keyword ranking positions over time. It monitors both traditional SERP rankings and AI/GEO visibility to provide comprehensive search performance insights.