This book looks at strategies to help companies become more intelligent, connected, and agile. It discusses how companies can define and measure high-impact outcomes and use effectively analytics technology to achieve them. It also looks at the technology needed to implement the analytics necessary to achieve high-impact outcomes - from both analytics tool and technical infrastructure perspective. Also discussed are ancillary, but critical, topics such as data security and governance that may not traditionally be a part of analytics discussions but are essential in helping companies maintain a secure environment for their analytics and access the quality data they need to gain critical insights and drive better decision-making.
Table of Contents
Preface vii
Acknowledgments ix
Introduction 1
Part I Strategies to Make Intelligence Pervasive 5
Chapter 1 Achieving High-Impact Outcomes - An Overview 9
The Right Data 11
The Right Technical Architecture and Environment 13
Operational Excellence 14
Driving High-Impact Outcomes with Pervasive Intelligence 15
Chapter 2 New Metrics for Intelligence - Information Yield 17
Information Yield - The Journey from 2D to 3D in Analytics 19
Three Foundational Steps to Drive Transformation 20
Big Data and its Impact on Information Yield 22
Information Yield and Pervasive Intelligence 24
Chapter 3 The Cloud - The Foundation for Pervasive Intelligence 25
Clouds - What’s Best for You? 26
Choosing the Right Vendor Partner to Help You Fulfill the Promise of the Cloud 27
The Cloud - Not Optional for Pervasive Intelligence 29
Chapter 4 Perpetual Connectivity - Digital Supply Networks 31
DSNs Defined 32
DSNs - What They Can Do for You 32
DSN Challenges 33
The Benefi ts of a DSN Illustrated 34
DSNs and the Realization of Pervasive Intelligence 36
Chapter 5 Intelligence Analytics and Cognitive Design - The Human Factor in Pervasive Intelligence 37
Why Cognitive Design? 39
Putting It Together 46
Cognitive Design - The Human Factor in Pervasive Intelligence 46
Chapter 6 You Are Only as Good as Your Data 47
Consolidate Data 49
Secure and Govern 49
The Rising Need for a Chief Data Officer 49
Pervasive Intelligence and Data Governance 51
Chapter 7 The Data Security Awakening 53
Data Security: A Question of Managing Risk 54
Pervasive Intelligence and Data Security 59
Part II Technology to Achieve Pervasive Intelligence 61
Chapter 8 The Evolution of Data Lakes as a Fundamental Part of a New Ecosystem Architecture 63
Changes in Data Dictate Changes in Storage Technology 64
Data Lakes and Pervasive Intelligence 67
Chapter 9 Artifi cial Intelligence and Machine Learning - The Future of Pervasive Intelligence 69
The Power of (Artificial) Intelligence 70
AI in Practice 72
Machine Learning - The Star of Artificial Intelligence 74
Optimizing Machine Learning Efforts 78
AI and Pervasive Intelligence 80
Chapter 10 Analytics Operations to Enable Pervasive Intelligence 81
Operationalizing Analytics 82
Embedding AnalyticOps Throughout the Organization 86
Chapter 11 Intelligent Clouds - Combining the Cloud and Analytics to Realize Pervasive Intelligence 91
The Intelligent Cloud 92
The Benefits of Intelligence 92
Pervasive Intelligence via the Intelligent Cloud 94
Conclusion 95
Index 97
