Details

Advanced Analytics and AI


Advanced Analytics and AI

Impact, Implementation, and the Future of Work
Wiley Finance 1. Aufl.

von: Tony Boobier

30,99 €

Verlag: Wiley
Format: EPUB
Veröffentl.: 03.04.2018
ISBN/EAN: 9781119390930
Sprache: englisch
Anzahl Seiten: 304

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Beschreibungen

<p><b>Be prepared for the arrival of automated decision making</b></p> <p>Once thought of as science fiction, major corporations are already beginning to use cognitive systems to assist in providing wealth advice and also in medication treatment. The use of Cognitive Analytics/Artificial Intelligence (AI) Systems is set to accelerate, with the expectation that it’ll be considered ‘mainstream’ in the next 5 – 10 years. It’ll change the way we as individuals interact with data and systems—and the way we run our businesses.</p> <p><i>Cognitive Analysis and AI</i> prepares business users for the era of cognitive analytics / artificial intelligence. Building on established texts and commentary, it specifically prepares you in terms of expectation, impact on personal roles, and responsibilities. It focuses on the specific impact on key industries (retail, financial services, utilities and media) and also on key professions (such as accounting, operational management, supply chain and risk management).</p> <ul> <li>Shows you how users interact with the system in natural language</li> <li>Explains how cognitive analysis/AI can source ‘big data’</li> <li>Provides a roadmap for implementation</li> <li>Gets you up to speed now before you get left behind</li> </ul> <p>If you’re a decision maker or budget holder within the corporate context, this invaluable book helps you gain an advantage from the deployment of cognitive analytics tools.</p>
<p>Acknowledgements xi</p> <p>Preamble: Wellington and Waterloo xiii</p> <p>Introduction xv</p> <p><b>Prologue: What Do We Mean by Work? 1</b></p> <p>Summary 1</p> <p>Introduction 1</p> <p>Slavery or Freedom? 2</p> <p>The Rise of Industrialisation 4</p> <p>Gen Z and the Flat White Society 8</p> <p>The Impact of Unemployment 9</p> <p>Replacing the Need to Work 12</p> <p>Conclusion 13</p> <p>Notes 14</p> <p><b>CHAPTER 1 Introduction to Analytics 15</b></p> <p>Summary 15</p> <p>Introduction 15</p> <p>Business Intelligence 17</p> <p>Advanced Analytics 20</p> <p>Prescriptive Analytics 25</p> <p>Business Rules 27</p> <p>Cognitive Analytics 29</p> <p>The Accuracy of Analytical Outputs 31</p> <p>Conclusion 34</p> <p>Notes 35</p> <p><b>CHAPTER 2 Artificial Intelligence 37</b></p> <p>Summary 37</p> <p>Introduction 37</p> <p>The Turing Test 38</p> <p>The Dartmouth Event 40</p> <p>Post-Dartmouth, the AI Winter, and Singularity 41</p> <p>Springtime for AI? 43</p> <p>How Does AI Work? 45</p> <p>Can Computers Be Creative? 48</p> <p>Conclusion 50</p> <p>Notes 51</p> <p><b>CHAPTER 3 The Impact of AI on Leading-Edge Industries 53</b></p> <p>Summary 53</p> <p>Introduction 53</p> <p>Financial Services 57</p> <p><i>Retail Banking 57</i></p> <p><i>Commercial Banking 59</i></p> <p><i>Investment Banking 60</i></p> <p><i>Wealth Management 62</i></p> <p><i>Insurance 63</i></p> <p>Automobiles 67</p> <p><i>AI Implementation Timeline 68</i></p> <p><i>Key Developments 69</i></p> <p><i>Innovating to Zero 71</i></p> <p><i>AI and Motor Manufacturing 72</i></p> <p>Media, Entertainment, and Telecom 77</p> <p>Retail 79</p> <p>Conclusion 83</p> <p>Notes 84</p> <p><b>CHAPTER 4 The Impact of AI on Second-Mover Industries 88</b></p> <p>Summary 88</p> <p>Introduction 88</p> <p>Construction 89</p> <p><i>Augmented Reality 90</i></p> <p><i>Drones and Remote Imagery 91</i></p> <p><i>Contractor Plant and Equipment 92</i></p> <p><i>Employee Behaviour 92</i></p> <p><i>Cultural Change in Construction 94</i></p> <p><i>Utilities and Infrastructure Resilience 95</i></p> <p><i>Construction Industry Summary 96</i></p> <p>Utilities 97</p> <p><i>Electrical Power 97</i></p> <p><i>Gas 98</i></p> <p><i>Water 98</i></p> <p><i>Wastewater 99</i></p> <p><i>Smart Homes, Smart Infrastructure? 99</i></p> <p><i>Interconnectivity, Poverty, and Famine 100</i></p> <p>Public Services 101</p> <p><i>Education 104</i></p> <p><i>Policing 107</i></p> <p><i>Healthcare 108</i></p> <p>Agriculture 109</p> <p>Technology Industry 111</p> <p>Conclusion 113</p> <p>Notes 114</p> <p><b>CHAPTER 5 The Impact of AI on Professions 117</b></p> <p>Summary 117</p> <p>Introduction 117</p> <p>Work and Professions 118</p> <p>The Importance of Competences 122</p> <p>The Morevec Paradox and Why it Threatens Professionals 122</p> <p>Management 124</p> <p>Office of Finance 125</p> <p>Legal Profession 127</p> <p>Sales and Marketing 130</p> <p>Retailers 131</p> <p>Commercial Media 133</p> <p><i>Creative Arts 134</i></p> <p><i>Publishing 135</i></p> <p>Transportation 137</p> <p><i>The Digital Railway 137</i></p> <p><i>Autonomous Flight and Virtual Pilots 138</i></p> <p>Air Traffic Controller 139</p> <p>Engineers and the Built Environment 140</p> <p><i>Building Engineers 140</i></p> <p><i>Building Planners 141</i></p> <p>Medical Profession 142</p> <p><i>General Practitioners 143</i></p> <p><i>Dentists 143</i></p> <p><i>Neurosurgeons 143</i></p> <p>Data Centres 145</p> <p>Entrepreneurs 147</p> <p>Conclusion 150</p> <p>Notes 151</p> <p><b>CHAPTER 6 Risk and Regulation 155</b></p> <p>Summary 155</p> <p>Introduction 155</p> <p>What Is Risk? 156</p> <p>Technology and System Failures 157</p> <p>Data Security and Privacy 158</p> <p>Employee Error and Fraud 160</p> <p>Inadequate or Failed Procedures, Systems, and Policies 161</p> <p>Reputational Risk 162</p> <p>External Risk 163</p> <p>Financial Risk 164</p> <p>AI and the Future of Compliance 165</p> <p>Roles, RegTech, and Forgiving the Machine 167</p> <p>Conclusion 169</p> <p>Notes 170</p> <p><b>CHAPTER 7 Implementation Road Maps 172</b></p> <p>Summary 172</p> <p>Introduction 172</p> <p>New Thinking on Employee Training 174</p> <p>Robotics and Process Automation 176</p> <p>Implementation Frameworks 177</p> <p><i>Key Implementation Questions 177</i></p> <p><i>Leadership and Sponsorship 179</i></p> <p><i>Creating a Team 181</i></p> <p><i>Finding Talent 182</i></p> <p><i>Managing Progress 182</i></p> <p><i>Human Resources Function 185</i></p> <p><i>Alternative Spaces: The New Workplace 186</i></p> <p><i>Timing: How Long to Implement? 189</i></p> <p>Is Big Bang Transformation Possible? 190</p> <p>Conclusion 191</p> <p>Notes 192</p> <p><b>CHAPTER 8 New Business Models 194</b></p> <p>Summary 194</p> <p>Introduction 194</p> <p>Augment or Automate? 197</p> <p>Issues of Place and Time 199</p> <p>Contextual Insight 201</p> <p>Wordplay and Communication 202</p> <p>New Business Models for New Markets 203</p> <p>Conclusion 203</p> <p>Notes 205</p> <p><b>CHAPTER 9 Coping with the Future 206</b></p> <p>Summary 206</p> <p>Introduction 206</p> <p>Existing Roles in AI 207</p> <p>Future Roles in AI 208</p> <p>AI Education 209</p> <p><i>Academic Education 210</i></p> <p><i>On-the-Job Learning: Start-Ups and Innovation Labs 210</i></p> <p>Personal Capabilities for Success 212</p> <p>Can Computers Innovate? 212</p> <p>Living with Robots 214</p> <p>Elderly Healthcare and Robots 216</p> <p>Taking Instructions and Advice from Computers 217</p> <p>Rules for Robots 220</p> <p>Conclusion 221</p> <p>Notes 222</p> <p><b>CHAPTER 10 Strategies for Personal Reinvention 224</b></p> <p>Summary 224</p> <p>Introduction 224</p> <p>The Need for Personal Reinvention 225</p> <p>How Easy Is It to Change? 226</p> <p>The Importance of Events and Conferences 228</p> <p>The Freedom of Franchises – from Employee to Owner 229</p> <p>Can We Cope with Doing Nothing? 230</p> <p>Third-Age Thinking 231</p> <p>Conclusion 232</p> <p>Notes 234</p> <p>APPENDIX A: IMPLEMENTATION FLOWCHARTS 235</p> <p>APPENDIX B: JOBS MOST AFFECTED BY ARTIFICIAL INTELLIGENCE 241</p> <p>APPENDIX C: LIST OF PROFESSIONAL AI ORGANISATIONS 264</p> <p>APPENDIX D: LIST OF TABLES 274</p> <p>APPENDIX E: LIST OF FIGURES 276</p> <p>INDEX 277</p>
<p><b>TONY BOOBIER</b> is a former worldwide executive at IBM focusing on financial services. With over 30 years of experience, he is a frequent writer and international public speaker. He possesses a deep understanding of how to apply business intelligence and analytics to enhance the management and delivery of products and services in numerous industries. A recognised expert in customer analytics, risk and operational effectiveness, he’s a strong advocate for enterprise-wide analytics to improve service and reduce cost. A Fellow of the Chartered Institute of Civil Engineers and the Chartered Institute of Marketing, coupled with qualifications in insurance and supply chain management, he is also the author of <i>Analytics for Insurance. </i></p>
<p><b>Prepare yourself—and your business— for mainstream automation</b></p> <p><i>Advanced Analytics and AI</i> is the comprehensive primer to artificial intelligence (AI) and cognitive analysis everyone in business needs to read. <p>Big data was just the beginning, and now the technology to automate data-driven decisions is spreading into our personal and professional lives. This eye-opening guide gives you an insider’s look at how the latest advances in cognitive systems are changing the way customers interact with businesses in such key industries as retail, financial services, utilities and the media. It also digs into how individual professionals will be impacted in medicine, marketing, transportation, law and many more fields. <p>The holistic scope of this single resource: <ul><li>Provides useful coverage on the evolution of artificial intelligence, including its influence on specific industries and professions</li> <li>Details a complete process for adapting cognitive technologies to specific areas, including leadership, recruitment, training and collaboration</li> <li>Examines the many ways people may need to adjust their expectations to the future, including everything from how we make consumer choices to different ways of working</li></ul> <p>Discover what automation can do for your business and your life with <i>Advanced Analytics and AI. </i>

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