Leading in Analytics
Leading in Analytics
The Seven Critical Tasks for Executives to Master in the Age of Big Data
Cazier, Joseph A.
John Wiley & Sons Inc
10/2023
320
Dura
Inglês
9781119800415
15 a 20 dias
666
Descrição não disponível.
Foreword by Dr. Tim Rahschulte xi
Acknowledgments xv
Introduction: The Last Analytics Mile 1
The Last Mile to Analytics Success 1
Expert Contributors 4
Task 0 Analytics Leadership 11
Knowledge Begins in Failure 12
From Failure to Success 17
The Seven Tasks for Analytics Success 22
Chapter Summary and Exercises 24
Task 1 The Problem 27
Solve the Right Problem 28
The DAD Framework for Analytics Action 28
Finding Valuable Problems to Solve 39
The Problem Statement 45
Checking for Project Viability 50
Prioritizing Viable Projects 52
Chapter Summary and Exercises 54
Task 2 The Team 61
Building a Winning Analytics Team 62
Building and Managing Your Team 73
Managing the Technical Team 81
Engaging Your Team 86
Chapter Summary and Exercises 89
Task 3 The Data 91
Amorphous Asset 92
Understanding Data's Value 92
Identifying Valuable Data 97
Harnessing Data's Value 101
A Few Vs to Enhance Value 107
Quality Data 114
Chapter Summary and Exercises 121
Task 4 The Tools 125
Analytics Mindset 126
Executives' Role in Tools 127
Categories of Analytics 131
Predictive Analytics Tools 146
Prescriptive Analytics Tools 151
Tool Synergies 155
Limits of Analytics Tools 157
Chapter Summary and Exercises 158
Task 5 Execution 161
Execute = Action 162
Process 163
People 177
Problems 186
Chapter Summary and Exercises 189
Task 6 Analytics Maturity 191
Defining Analytics Maturity 192
Visualizing Analytics Maturity 194
Growing Analytics Maturity 210
Tools for Maturity 218
Chapter Summary and Exercises 225
Task 7 Responsible Analytics 227
Our Analytics Responsibility 228
Analytics Discernment 229
INFORMS Ethical Guidelines 232
Analytics for Good 241
Being Responsible for Our Analytics Future 248
Chapter Summary and Exercises 261
Conclusion: Crossing the Last Mile 265
We Must Cross It Together 265
Additional Learning Opportunities 268
Lasting Principles for Success 269
Afterword: Dr. Karl Kempf's Legacy 271
Pioneering Analytics with Formula One Racing 271
Teaching Superman to Fly 273
Automating Aerospace Manufacturing 273
Making Better Decisions at Intel 273
Author's Tribute 274
About the Author 275
Why Read Leading in Analytics 277
Author Index 279
Subject Index 283
Acknowledgments xv
Introduction: The Last Analytics Mile 1
The Last Mile to Analytics Success 1
Expert Contributors 4
Task 0 Analytics Leadership 11
Knowledge Begins in Failure 12
From Failure to Success 17
The Seven Tasks for Analytics Success 22
Chapter Summary and Exercises 24
Task 1 The Problem 27
Solve the Right Problem 28
The DAD Framework for Analytics Action 28
Finding Valuable Problems to Solve 39
The Problem Statement 45
Checking for Project Viability 50
Prioritizing Viable Projects 52
Chapter Summary and Exercises 54
Task 2 The Team 61
Building a Winning Analytics Team 62
Building and Managing Your Team 73
Managing the Technical Team 81
Engaging Your Team 86
Chapter Summary and Exercises 89
Task 3 The Data 91
Amorphous Asset 92
Understanding Data's Value 92
Identifying Valuable Data 97
Harnessing Data's Value 101
A Few Vs to Enhance Value 107
Quality Data 114
Chapter Summary and Exercises 121
Task 4 The Tools 125
Analytics Mindset 126
Executives' Role in Tools 127
Categories of Analytics 131
Predictive Analytics Tools 146
Prescriptive Analytics Tools 151
Tool Synergies 155
Limits of Analytics Tools 157
Chapter Summary and Exercises 158
Task 5 Execution 161
Execute = Action 162
Process 163
People 177
Problems 186
Chapter Summary and Exercises 189
Task 6 Analytics Maturity 191
Defining Analytics Maturity 192
Visualizing Analytics Maturity 194
Growing Analytics Maturity 210
Tools for Maturity 218
Chapter Summary and Exercises 225
Task 7 Responsible Analytics 227
Our Analytics Responsibility 228
Analytics Discernment 229
INFORMS Ethical Guidelines 232
Analytics for Good 241
Being Responsible for Our Analytics Future 248
Chapter Summary and Exercises 261
Conclusion: Crossing the Last Mile 265
We Must Cross It Together 265
Additional Learning Opportunities 268
Lasting Principles for Success 269
Afterword: Dr. Karl Kempf's Legacy 271
Pioneering Analytics with Formula One Racing 271
Teaching Superman to Fly 273
Automating Aerospace Manufacturing 273
Making Better Decisions at Intel 273
Author's Tribute 274
About the Author 275
Why Read Leading in Analytics 277
Author Index 279
Subject Index 283
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Analytics leadership; big data leadership; analytics strategy; big data; business analytics; data science teams; building analytics teams; leading with data; data analytics; data governance; technology strategy; digital transformation; data strategy
Foreword by Dr. Tim Rahschulte xi
Acknowledgments xv
Introduction: The Last Analytics Mile 1
The Last Mile to Analytics Success 1
Expert Contributors 4
Task 0 Analytics Leadership 11
Knowledge Begins in Failure 12
From Failure to Success 17
The Seven Tasks for Analytics Success 22
Chapter Summary and Exercises 24
Task 1 The Problem 27
Solve the Right Problem 28
The DAD Framework for Analytics Action 28
Finding Valuable Problems to Solve 39
The Problem Statement 45
Checking for Project Viability 50
Prioritizing Viable Projects 52
Chapter Summary and Exercises 54
Task 2 The Team 61
Building a Winning Analytics Team 62
Building and Managing Your Team 73
Managing the Technical Team 81
Engaging Your Team 86
Chapter Summary and Exercises 89
Task 3 The Data 91
Amorphous Asset 92
Understanding Data's Value 92
Identifying Valuable Data 97
Harnessing Data's Value 101
A Few Vs to Enhance Value 107
Quality Data 114
Chapter Summary and Exercises 121
Task 4 The Tools 125
Analytics Mindset 126
Executives' Role in Tools 127
Categories of Analytics 131
Predictive Analytics Tools 146
Prescriptive Analytics Tools 151
Tool Synergies 155
Limits of Analytics Tools 157
Chapter Summary and Exercises 158
Task 5 Execution 161
Execute = Action 162
Process 163
People 177
Problems 186
Chapter Summary and Exercises 189
Task 6 Analytics Maturity 191
Defining Analytics Maturity 192
Visualizing Analytics Maturity 194
Growing Analytics Maturity 210
Tools for Maturity 218
Chapter Summary and Exercises 225
Task 7 Responsible Analytics 227
Our Analytics Responsibility 228
Analytics Discernment 229
INFORMS Ethical Guidelines 232
Analytics for Good 241
Being Responsible for Our Analytics Future 248
Chapter Summary and Exercises 261
Conclusion: Crossing the Last Mile 265
We Must Cross It Together 265
Additional Learning Opportunities 268
Lasting Principles for Success 269
Afterword: Dr. Karl Kempf's Legacy 271
Pioneering Analytics with Formula One Racing 271
Teaching Superman to Fly 273
Automating Aerospace Manufacturing 273
Making Better Decisions at Intel 273
Author's Tribute 274
About the Author 275
Why Read Leading in Analytics 277
Author Index 279
Subject Index 283
Acknowledgments xv
Introduction: The Last Analytics Mile 1
The Last Mile to Analytics Success 1
Expert Contributors 4
Task 0 Analytics Leadership 11
Knowledge Begins in Failure 12
From Failure to Success 17
The Seven Tasks for Analytics Success 22
Chapter Summary and Exercises 24
Task 1 The Problem 27
Solve the Right Problem 28
The DAD Framework for Analytics Action 28
Finding Valuable Problems to Solve 39
The Problem Statement 45
Checking for Project Viability 50
Prioritizing Viable Projects 52
Chapter Summary and Exercises 54
Task 2 The Team 61
Building a Winning Analytics Team 62
Building and Managing Your Team 73
Managing the Technical Team 81
Engaging Your Team 86
Chapter Summary and Exercises 89
Task 3 The Data 91
Amorphous Asset 92
Understanding Data's Value 92
Identifying Valuable Data 97
Harnessing Data's Value 101
A Few Vs to Enhance Value 107
Quality Data 114
Chapter Summary and Exercises 121
Task 4 The Tools 125
Analytics Mindset 126
Executives' Role in Tools 127
Categories of Analytics 131
Predictive Analytics Tools 146
Prescriptive Analytics Tools 151
Tool Synergies 155
Limits of Analytics Tools 157
Chapter Summary and Exercises 158
Task 5 Execution 161
Execute = Action 162
Process 163
People 177
Problems 186
Chapter Summary and Exercises 189
Task 6 Analytics Maturity 191
Defining Analytics Maturity 192
Visualizing Analytics Maturity 194
Growing Analytics Maturity 210
Tools for Maturity 218
Chapter Summary and Exercises 225
Task 7 Responsible Analytics 227
Our Analytics Responsibility 228
Analytics Discernment 229
INFORMS Ethical Guidelines 232
Analytics for Good 241
Being Responsible for Our Analytics Future 248
Chapter Summary and Exercises 261
Conclusion: Crossing the Last Mile 265
We Must Cross It Together 265
Additional Learning Opportunities 268
Lasting Principles for Success 269
Afterword: Dr. Karl Kempf's Legacy 271
Pioneering Analytics with Formula One Racing 271
Teaching Superman to Fly 273
Automating Aerospace Manufacturing 273
Making Better Decisions at Intel 273
Author's Tribute 274
About the Author 275
Why Read Leading in Analytics 277
Author Index 279
Subject Index 283
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.