Intro
Contents
About the Author
Acknowledgments
Preface
Where Do You See Yourselves on the Digital Transformation Journey?
Chapter 1: Introduction to Digital Transformation
Setting the Stage
Great to Gone
A World in Transformation
Customer
Domino's Pizza Driving over 2500% Growth (2004-2018) Through Digital Transformation
Innovation
Competition
Data
DBS the 22,000-Person Start-Up
Value
Conclusion
Chapter 2: Unleashing the Power of Data
Introduction
The New Market Environment
How Did We Get Here?
What Are These Waves of Innovation?
Innovation Effects on Our Day-to-Day Processes
Case Example: Landis Car Hire - Digital Front-End Redesign
Introducing Simplified Tools for Whiteboarding, Video Making, Wireframing, and Data Analysis
Introducing Big Data, Data Warehousing, and the Data Lake
What Does Data Look Like?
How Does It Build into a Data Lake?
What Do the Files in a Data Lake Look Like?
What Is Driving the Data Growth?
Introducing Data Visualization
Case Example - Landers Car Hire
Introducing Basic Statistics
Mean, Mode, and Median
Standard Deviation and Quartiles
Statistics and Parameters
Introducing Business Intelligence and Data Management
Dashboarding
Conclusion
Chapter 3: Improving Productivity with New Digital Toolsets
Whiteboarding Using Miro
Prototyping Our Solution Using MarvelApp
Video Creation Using Lumen5
Manipulating Large Datasets Using Microsoft Power BI
Data Visualization Using Power BI
Conclusion
Chapter 4: Delivering Digital Transformation Through Business Outcomes
Introduction
Can Buying a Car Be Considered a True Financial Investment?
Why Some Companies Fail with Digital Projects and Others Succeed
How Unclear Digital Transformation (DX) Outcomes Contribute to Digital Transformation Failure
Assessing Digital Transformation (DX) Effectiveness
Case Example: Bigview Water Ltd
Aligning Digital Transformation to Business Goals
Schmarzo Economic Digital Asset Valuation Theorem
A Way to Build Insight-Driven Use Cases for DX Success
Delivering Business Outcomes - Automotive Sector
Conclusion
Chapter 5: Exploring Data Mining and Algorithms
Introduction
A Cure for Cancer Through Artificial Intelligence (AI)?
Data Mining, Algorithms, and Digital Transformation
Data Mining
Analytics Approaches
Introducing Algorithms
Machine Learning Algorithms
Supervised Machine Learning
Unsupervised Machine Learning
Common Machine Learning Algorithms
Neural Networks
Generative AI Algorithms - As Explained by ChatGPT
Problems with Training Machine Learning Algorithms
How Can the Business Owner Size a Data Project?
Analysis of Watson Health Failure
Conclusion
Chapter 6: Groundbreaking Digital Innovations
Introduction