Session 4

Data Strategy & Analytics

Building Your Data-Driven AI Foundation

CEO AI Mentor Program - Torsten's Data Journey

Duration: 50-65 minutes

Data Strategy Framework

Data Vision

Define data-driven culture
Establish data as asset
Create value proposition
Set strategic objectives

Data Architecture

Data lake/warehouse design
Integration patterns
Real-time processing
Scalability planning

Data Governance

Quality standards
Security protocols
Compliance framework
Access controls

Analytics Capabilities

Descriptive analytics
Predictive modeling
Prescriptive insights
Real-time dashboards

Data Quality & Governance

Data Quality

Accuracy >95%

Completeness >90%

Consistency >98%

Timeliness Real-time

Data Security

Encryption at rest & in transit

Access control & authentication

Data masking & anonymization

Audit trails & monitoring

Compliance

GDPR Data privacy & protection

SOX Financial reporting

HIPAA Healthcare data

Industry Specific Regulatory requirements

Analytics Maturity Model

1

Descriptive Analytics

What happened?

Historical reporting

Data visualization

Ad-hoc analysis

2

Diagnostic Analytics

Why did it happen?

Drill-down analysis

Root cause analysis

Data segmentation

3

Predictive Analytics

What will happen?

Forecasting

Machine learning

Risk assessment

4

Prescriptive Analytics

What should we do?

Recommendation engines

Optimization

Automated decisions

Session 4 Summary

Data Strategy Mastery

Data Strategy: Comprehensive framework for data-driven AI

Data Governance: Quality, security, and compliance standards

Analytics Maturity: From descriptive to prescriptive analytics

Data Culture: Building data-driven decision making

Your Action Items

1 Assess your current data maturity

2 Develop data governance framework

3 Plan analytics roadmap

4 Prepare for Session 5: AI Leadership

Session 4 Complete!

You've built your data-driven foundation

Coming Up: Session 5

AI Leadership & Change Management

AI Leadership Change Management Team Building Innovation Culture

Start Session 5 View All Sessions