CAF 3: Data, System and Risk

Introduction to Data & Data Types

Structured Data

Unstructured Data

Semi-structured Data

Sources of Data

Importance of data collection

Ethical considerations in data collection

What is data governance

Data Classification

Data Storage

Data Integrity

Data Security

Data Stewardship

Metadata Management

Compliance with Data Regulations

Emerging technologies in data governance

Drivers for data governance

Data Governance Challenges

Data governance best practices and implementation strategies

The Data Analytics Cycle

Data Analytics Stages

Applications of Data Analytics

Implications of Data Analytics

Characteristics of Big Data

Sources of Big Data

Methods of Big Data Collection

Applications of Big Data

Challenges of Big Data

Emerging Trends in Big Data

Big Data Technologies

Components of DBMS

Database Management (ACID Model)

Additional Characteristics of DBMS

Types of Data Independence

DBMS Architecture (Three-level Schema)

Data Models in DBMS

Entity-Relationship (ER) Model

Types of Database Management Systems

Database Normalisation

Data Warehousing

Online Transaction Processing (OLTP)

Extract, Transform, Load (ETL) Process

Data Warehouse Architecture

Schemas in Data Warehousing

Data Marts

Key Components of IT Systems Architecture

IT Systems Layers

IT Systems Interactions and Dependencies

Scalability and Flexibility in IT Systems

Best Practices for designing IT Systems Architecture

Latest Trends in IT Systems Architecture

Introduction to Programming Languages

Work in Process

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