Individual skill
senior-data-scientist
World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business intelligence. Includes experiment design, feature engineering, model evaluation, and stakeholder communication. Use when designing experiments, building predictive models, performing causal analysis, or driving data-driven decisions.
cli-tool/components/skills/development/senior-data-scientist/SKILL.md
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SKILL.mdcore · 5,630 bytesSKILL.mdcore · 5,630 bytesSKILL.mdcore · 5,630 bytesSKILL.mdcore · 5,630 bytesSKILL.mdcore · 5,630 bytesSKILL.mdcore · 5,630 bytesreferences/experiment_design_frameworks.mddoc · 1,435 bytesreferences/feature_engineering_patterns.mddoc · 1,435 bytesreferences/statistical_methods_advanced.mddoc · 1,435 bytesscripts/experiment_designer.pyruns · 2,784 bytesscripts/feature_engineering_pipeline.pyruns · 2,827 bytesscripts/model_evaluation_suite.pyruns · 2,797 bytes
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# Senior Data Scientist
World-class senior data scientist skill for production-grade AI/ML/Data systems.
## Quick Start
### Main Capabilities
```bash
# Core Tool 1
python scripts/experiment_designer.py --input data/ --output results/
# Core Tool 2
python scripts/feature_engineering_pipeline.py --target project/ --analyze