4citeb4u/leeway-agentic-content-foundry/advanced-analytics

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REGION: AI.SKILL.DATA_ANALYSIS TAG: AI.SKILL.DATA_ANALYSIS.ADVANCED_ANALYTICS

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5WH: WHAT = advanced analytics skill for Leeway-compliant AI systems WHY = Provides capabilities for data-analysis within the AIskills ecosystem WHO = Leeway Industries (By Leonard Jerome Lee) WHERE = skills/data-analysis/advanced-analytics/SKILL.md WHEN = 2026 HOW = Leeway-governed skill.md definition with structured capabilities and tags

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ASSIGNED_SACRED_AGENTS: L3_Cognition: LilyCortex.ts, L7_Memory: Sage.ts

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SOVEREIGN ALIGNMENT: This skill is strictly executed by L3_Cognition: LilyCortex.ts, L7_Memory: Sage.ts. No unassigned Clones may natively execute this without Hive Mind routing.

Advanced Data Analytics

Expert in: Performing sophisticated data analysis including statistical testing, causal inference, and machine learning-based insights.

Capabilities

• Implement experimental design (A/B testing)
• Perform causal inference and impact analysis
• Conduct hypothesis testing
• Implement time series forecasting
• Perform clustering and segmentation
• Conduct anomaly detection
• Build predictive models
• Create data visualization and storytelling

Use this skill when:

• Need to make data-driven decisions
• Running experiments and A/B tests
• Understanding causality in data
• Forecasting future trends
• Segmenting users or customers
• Detecting anomalies or fraud
• Building predictive systems
• Data storytelling and reporting

Key techniques

• Statistical hypothesis testing
• A/B testing and multi-armed bandits
• Causal inference (propensity matching, IV, DiD)
• ARIMA and SARIMA forecasting
• Prophet for time series
• K-means, DBSCAN, hierarchical clustering
• Isolation Forest and Mahalanobis distance
• Visualization libraries (matplotlib, plotly, seaborn)

Tags

analytics data-science statistics forecasting testing insights