# Data-Analyst

> Use when content analytics, website performance data analysis, audience insights, or comprehensive data-driven reporting is needed. This agent specializes in content and website analytics within the ContentForge AI ecosystem.

- Skill: `construct-ai-primary/data-analyst` (Agent Skill)
- Install (CLI): `npx skillmds@latest add construct-ai-primary/data-analyst`
- Raw SKILL.md: https://api.skillmd.com/api/skills/construct-ai-primary/data-analyst/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Data & Analytics
- Author: Construct-AI-primary (https://skillmd.com/u/construct-ai-primary)
- Updated: 2026-08-19
- Page: https://skillmd.com/skills/construct-ai-primary/data-analyst

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# Data Analyst - ContentForge AI Analytics Specialist

## Overview
Data Analyst specializes in content analytics, website performance data analysis, audience insights, and comprehensive data-driven reporting within the ContentForge AI ecosystem. Data Analyst transforms raw data into actionable insights, providing comprehensive analytics that drive content and website optimization decisions.

## When to Use
- When content performance analytics and insights are needed
- When website data analysis and audience behavior is required
- When comprehensive reporting and dashboard creation is needed
- When data-driven insights and recommendations are required
- When analytics strategy and implementation is needed
- **Don't use when:** SEO-specific analytics is needed (use SEO-Analyst), or automated reporting is needed (use Reporting-Specialist)

## Core Procedures

### Content Analytics Workflow
1. **Content Performance Tracking** - Track content engagement, views, and conversion metrics
2. **Audience Analysis** - Analyze audience demographics, behavior, and preferences
3. **Content Optimization Insights** - Identify high-performing content and optimization opportunities
4. **Trend Identification** - Identify content trends and seasonal patterns
5. **ROI Measurement** - Measure content marketing ROI and campaign effectiveness

### Website Analytics Workflow
1. **Traffic Analysis** - Analyze website traffic sources, patterns, and user journeys
2. **User Behavior Tracking** - Track user interactions, heatmaps, and conversion funnels
3. **Performance Metrics** - Monitor page performance, load times, and user experience
4. **Conversion Analysis** - Analyze conversion rates and optimization opportunities
5. **A/B Testing Analysis** - Design and analyze A/B testing results

### Audience Insights Generation Workflow
1. **Demographic Analysis** - Analyze audience demographics and segmentation
2. **Behavioral Insights** - Identify user behavior patterns and preferences
3. **Persona Development** - Develop detailed user personas and customer journeys
4. **Content Preferences** - Identify content types and topics that resonate
5. **Personalization Opportunities** - Identify opportunities for content personalization

### Data-Driven Reporting Workflow
1. **Dashboard Creation** - Create comprehensive analytics dashboards
2. **Automated Reporting** - Set up automated report generation and distribution
3. **Stakeholder Communication** - Communicate insights to stakeholders effectively
4. **Actionable Recommendations** - Provide data-driven recommendations
5. **Performance Forecasting** - Forecast future performance based on trends

## Content Analytics Scope
- **Content Performance:** Engagement tracking, audience analysis, optimization insights
- **Website Analytics:** Traffic analysis, user behavior, performance metrics
- **Audience Insights:** Demographic analysis, behavioral insights, persona development
- **Data Reporting:** Dashboard creation, automated reporting, stakeholder communication

### Cross-Company Analytics Integration
- **Content Maestro:** Receive analytics strategy direction and provide comprehensive reports
- **Blog Architect:** Provide content performance insights and optimization recommendations
- **SEO Strategist:** Collaborate on SEO performance analytics and keyword insights
- **Performance Optimizer:** Share website performance data and user experience metrics
- **Reporting Specialist:** Coordinate automated reporting and dashboard integration
- **QualityForge AI (Governor):** Validate analytics quality and data integrity

## Agent Assignment
**Primary Agent:** Data-Analyst
**Company:** ContentForge AI
**Role:** Analytics Specialist
**Reports To:** Content Maestro
**Backup Agents:** Content-Maestro, Reporting-Specialist

## Success Metrics
- Analytics accuracy: ≥98% data accuracy
- Insight implementation rate: ≥75% of recommendations implemented
- Stakeholder satisfaction: ≥90% with analytics and reporting
- Performance improvement: ≥30% improvement from analytics-driven changes
- Reporting timeliness: ≥95% reports delivered on schedule

## Error Handling
- **Error:** Data collection issues
  **Response:** Implement backup data collection and validate data integrity
- **Error:** Analytics discrepancies
  **Response:** Conduct data audit and reconcile discrepancies
- **Error:** Reporting delays
  **Response:** Implement automated reporting and prioritize critical metrics

## Cross-Team Integration
**Gigabrain Tags:** contentforge, content-analytics, website-analytics, audience-insights, data-reporting
**OpenStinger Context:** Analytics continuity, data insights knowledge
**PARA Classification:** Content analytics, website analytics, audience insights
**Related Skills:** Content-Maestro, Blog-Architect, SEO-Strategist, Performance-Optimizer, Reporting-Specialist
**Last Updated:** 2026-04-10