CDLF – Data Literacy Certification Program

Data overview Lesson 1 · 2 hours

What you will learn

• What is data

Skills you will acquire

Data Literacy Data Concepts Critical Thinking

Classification of data Lesson 2 · 2 hours

What will you learn

• Data Classified by Structure
• Data Classified by Nature
• Data Classified by Measurement Scale
• Data Classified by Source
• Data Classified by Time Dimension
• Data Classified by Purpose
• Data Classified by Scale
• Classify The Data According To All Attributes

Skills you will acquire

Data

Personal Data, Corporate Data, Public Data Lesson 3 · 2 hours

What will you learn

• Personal Data
• Corporate Data
• Public Data
• Data Collaboration and Integration
• Data Ethics and Compliance

Skills you will acquire

DATA

Realization of the Value of Data Lesson 4 · 2 hours

What will you learn

• Typical Data Value Realization Scenarios
• DIKW Model
• DRAC Model
• Differences Between the DIKW and DRAC Models

Skills you will acquire

DATA

Challenges in Digital Transformation Lesson 5 · 2 hours

What will you learn

• Is Data More Important than Algorithms?
• Data Management as the Foundation of Digital Transformation
• What Is Digital Transformation?
• Technical Challenges
• Business Challenges
• Digitalization vs. Informatization

Skills you will acquire

DATA

Introduction to Data Literacy Lesson 6 · 2 hours

What will you learn

• What Is Data Literacy?
• Components of Data Literacy
• Core Competencies of Data Literacy
• Typical Application Scenarios
• Levels of Data Literacy
• How to Improve Data Literacy

Skills you will acquire

DATA

Data Collection Lesson 7 · 2 hours

What will you learn

• Tools and Data Sources
• Collection Principles
• Collection Methods
• Case Studies
• Collection Challenges

Skills you will acquire

DATA

Data Processing Lesson 8 · 2 hours

What will you learn

• Data Processing Workflow
• Data Cleansing
• Data Transformation
• Data Integration
• Data Preprocessing Techniques

Skills you will acquire

DATA

Data Annotation Lesson 9 · 2 hours

What will you learn

• Overview of Data Annotation
• Annotation Methodologies
• Text Annotation
• Image Annotation
• Audio Annotation
• Video Annotation
• Annotation Tools & Platforms
• Quality Control
• Future Trends

Skills you will acquire

DATA

Data Applications Lesson 10 · 2 hours

What will you learn

• How Data Creates Value
• Industry Applications of Data
• Data-Driven Decision Making
• Data in Artificial Intelligence
• Data Analytics & Visualization
• Data-Driven Innovation

Skills you will acquire

DATA

Introduction to Metadata Lesson 11 · 2 hours

What will you learn

• Origin and Definition of Metadata
• Metadata Classification
• Functions of Metadata
• Metadata Sources
• Evolution of Metadata
• Metadata Management & Governance

Skills you will acquire

DATA

Introduction to Master Data Lesson 12 · 2 hours

What will you learn

• Definition of Master Data
• Importance of Master Data
• Characteristics of Master Data
• Master Data Management (MDM)
• Application Scenarios
• Master Data Lifecycle
• Common Master Data Domains

Skills you will acquire

DATA

Data Quality Management Lesson 13 · 2 hours

What will you learn

• Data Quality Concepts
• Data Quality Dimensions
• Data Quality Issue Analysis
• Quality Assessment
• Quality Improvement
• Quality Monitoring
• Continuous Improvement Mechanisms

Skills you will acquire

DATA

Data Management Maturity Assessment Lesson 14 · 2 hours

What will you learn

• Overview of Maturity Models
• Data Management Maturity Assessment Models
• Assessment Dimensions
• DCMM (Data Management Capability Maturity Model)

Skills you will acquire

DATA

Who is the Chief Data Officer? Lesson 15 · 2 hours

What will you learn

• Definition and Development of a Chief Data Officer
• Role Positioning of a Chief Data Officer
• Core Responsibilities of a Chief Data Officer
• Core Skills of a Chief Data Officer
• Collaboration between a Chief Data Officer and Other Senior Executives
• Challenges and Opportunities for Chief Data Officers
• Are You a Suitable Candidate for the Position of Chief Data Officer?

Skills you will acquire

DATA

Data Elements Theory Lesson 16 · 2 hours

What will you learn

• International experts and publications on data assets
• the proposal and policy background of data elements
• the definition and core characteristics of data elements

Skills you will acquire

DATA

Data Ownership Lesson 17 · 2 hours

What will you learn

• Who Owns The Data?
• A Brief Overview of Data Ownership In Various Countries
• Safeguarding Personal Data Sovereignty
• Corporate Data Ownership Management and Value Discovery
• Exploring Public Data Ownership and Citizen Sharing
• Cross-border Data Flows Sparking Disputes Over Data Sovereignty
• Some International Theories and Laws Regarding Data Ownership

Skills you will acquire

DATA

Data Value Assessment Lesson 18 · 2 hours

What will you learn

• The Evaluation of Data Value Is A Major Challenge
• Core Dimensions of Data Value Assessment
• Data Value Assessment Methods
• Misconceptions in Data Value Assessment
• Methods for Realizing the Value of Personal Data

Skills you will acquire

DATA

Data Resource Asset Inclusion in Financial Statements Lesson 19 · 2 hours

What will you learn

• What is Data Resource Asset Inclusion in Financial Statements
• The Importance of Data Resource Asset Inclusion in Financial Statements
• The General Process of Including Data Resource Assets in Financial Statements
• Who Is Suitable To Undertake This Task?
• Challenges and Opportunities of Data Assetization

Skills you will acquire

DATA

Data Trading Lesson 20 · 2 hours

What will you learn

• Why Engage In Data Trading?
• The Development History and Current Status of Data Trading
• Data Trading Market and Platform
• Which Types of Data Are Permissible For Trading
• Operational Mechanism of the Data Trading Market
• Security Assurance in Data Transactions: Privacy and Protection
• The Legal Boundaries of Data Trading
• Innovation and Future of Data Trading
• Cases of Data Transactions

Skills you will acquire

DATA

Data broker Lesson 21 · 2 hours

What will you learn

• The Definition and Connotation of a Data Brokers
• The Current Development Status of Data Brokers
• Classification and Business Models of Data Brokers
• Value Creation and Impact of the Data Broker Industry
• Challenges and Responses in the Data Broker Industry
• Future Trends and Development Prospects of Data Brokers

Skills you will acquire

DATA

Global Business Expansion and Cross-border Data Transfer Lesson 22 · 2 hours

What will you learn

• Enterprise Expansion Abroad in the Wave of Globalization
• Cross-border Data under the Context of Enterprise Internationalization
• Challenges and Opportunities of Cross-Border Data
• Data Sovereignty
• Data Compliance Practices Involved in Cross-Border Data
• Data Security Protection Technology
• Cross-border Data Cases

Skills you will acquire

DATA

Data Security Laws and Regulations Lesson 23 · 2 hours

What will you learn

• Why Laws and Regulations Related To Data Security Are Needed
• Core Provisions That Data Security Laws and Regulations Should Contain
• Overview of Global Data Security Laws and Regulations
• Comparative Analysis of Data Security Laws and Regulations in Different Regions Worldwide
• Compliance with and Enforcement of Data Security Laws and Regulations

Skills you will acquire

DATA

Data Security and Data Compliance Lesson 24 · 2 hours

What will you learn

• What Is Data Security?
• 18 Data Security Capabilities That Organizations Should Have

Skills you will acquire

DATA

Privacy Protection Lesson 25 · 2 hours

What will you learn

• What is Privacy Protection
• The Necessity of Privacy Protection
• Common Scenarios and Risks of Privacy Leaks
• How Individuals Can Protect Their Privacy
• The Privacy Responsibilities of Businesses and Organizations.

Skills you will acquire

DATA

Classification and Grading of Data Lesson 26 · 2 hours

What will you learn

• What Is Data Classification and Grading?
• Why Is Data Classification and Grading Necessary?
• Data Classification Methods
• Data Grading Methods
• Implementation Steps of Data Classification and Grading
• Common Misconceptions and Solutions in Data Classification and Grading
• Application Scenarios of Data Classification and Categorization
• Practical Cases of Data Classification and Categorization
• Future Trends in Data Classification and Categorization

Skills you will acquire

DATA

Public Data Licensing and Operations Lesson 27 · 2 hours

What will you learn

• Why Is The Authorized Operation of Public Data Being Addressed Now?
• What Is Public Data Licensing and Management
• The Significance of Public Data Authorization and Operation
• Operational Model and Mechanism
• Challenges Faced and Responses
• Practical Cases and Experience Sharing
• Future Development Trends and Prospects

Skills you will acquire

DATA

Organizational Structure and Accountability Mechanisms for Data Management Lesson 28 · 2 hours

What will you learn

• Overview of the Organizational Structure for Data Management
• Data Governance Committee
• Data Management Specialist
• Data Management Department and Responsibilities
• Establishment of An Accountability Mechanism
• Industry Case

Skills you will acquire

DATA

Data Warehouse and Data Lake Lesson 29 · 2 hours

What will you learn

• Basic Concepts
• What Is a Data Warehouse
• What Is a Data Lake
• The Relationship Between Data Warehouses and Data Lakes
• Trend 1: Cloud Computing Platform
• Trend 2: Integration of Lakes and Warehouses

Skills you will acquire

DATA

Data Middle Platform and Data Space Lesson 30 · 2 hours

What will you learn

• Overview of the Data Middle Platform
• Overview of Data Space
• Technical Architecture of Data Space
• The Relationship and Differences Between Data Spaces and Data Middle Platforms

Skills you will acquire

DATA

Data and Artificial Intelligence Lesson 31 · 2 hours

What will you learn

• Knowledge Review
• An Introduction to the Intelligent World
• How Artificial Intelligence Affects Our Work
• Data is the foundation of AI
• AI Is a 'Value-Adding Tool' For Data
• Challenges of Data and Artificial Intelligence

Skills you will acquire

DATA