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Leading in the Age of AI
Manfred Becking
Richard Butler
Jörg Nitschmann
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References
Here you can find all references which were provided in the first edition of the book
"Leading in the Age of AI"
While all references have been thoroughly vetted at time of writng we cannot vouch for the ongoing validity or availablility of the refernced pages.
Introduction
Chapter 1 Introduction
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McKinsey: The state of AI – 2023 https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-in-2023-generative-ais-breakout-year
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PWC & Sidetrade – 2025 – https://www.sidetrade.de/news/80-of-companies-are-investing-in-ai-to-improve-cash-flow-despite-budget-cuts/
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World Economic Forum: GenAI’s Trillion-Dollar Potential – 2024 – https://www.weforum.org/agenda/2024/01/genai-will-be-worth-trillions-heres-a-roadmap-for-harnessing-it/World Economic Forum+1
Part 3
Looking Ahead: Preparing for the AI-Augmented Future
14 A Vision of Leadership in an AI-Augmented Future
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Agentic AI Orchestration – 2024 – https://www.huronconsultinggroup.com/insights/agentic-ai-agent-orchestration
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AI vs. Human CEOs Experiment – 2024 – https://www.businessinsider.com/ai-gpt-human-ceo-which-is-better-2024-10
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AI: A Declaration of Autonomy – 2025 – https://www.accenture.com/content/dam/accenture/final/accenture-com/document-3/Accenture-Tech-Vision-2025.pdf
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AI’s Energy Footprint Rising – 2023 – https://mitsloan.mit.edu/ideas-made-to-matter/ai-has-high-data-center-energy-costs-there-are-solutions/
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Data Center Surge Forecast – 2025 – https://www.iea.org/news/ai-is-set-to-drive-surging-electricity-demand-from-data-centres-while-offering-the-potential-to-transform-how-the-energy-sector-works/
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European Union AI Act – 2025 – https://artificialintelligenceact.eu/the-act/
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Experts doubt Ethical AI deployment – 2021 – https://www.elon.edu/u/imagining/surveys/xii-2021/ethical-ai-design-2030/
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Human AI Roles Defined – 2025 – https://www.weforum.org/stories/2025/01/four-ways-to-enhance-human-ai-collaboration-in-the-workplace
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Human-AI Teaming: New Leadership Norms – 2025 – https://sloanreview.mit.edu/article/why-ai-demands-a-new-breed-of-leaders/
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McKinsey: The State of Organizations: Ten Shifts Transforming Organizations – 2023 – https://www.mckinsey.com/capabilities/people-and-organizational-performance/our-insights/the-state-of-organizations-2023
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WEF: -AI-leaders- thinking, building and creating value – 2024 – https://www.weforum.org/stories/2024/12/why-generative-ai-leaders-must-blend-thinking-building-and-creating-value/
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World Economic Forum – 2023 – https://www3.weforum.org/docs/WEF_Advanced_Manufacturing_A_New_Narrative_2023.pdf
15 Conclusion
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Data Center Surge Forecast – 2025 – https://www.iea.org/news/ai-is-set-to-drive-surging-electricity-demand-from-data-centres-while-offering-the-potential-to-transform-how-the-energy-sector-works
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AI’s Energy Footprint Rising – 2023 – https://mitsloan.mit.edu/ideas-made-to-matter/ai-has-high-data-center-energy-costs-there-are-solutions
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World Economic Forum – 2023 – https://www3.weforum.org/docs/WEF_Advanced_Manufacturing_A_New_Narrative_2023.pdf
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Experts doubt Ethical AI deployment – 2021 - https://www.elon.edu/u/imagining/surveys/xii-2021/ethical-ai-design-2030/
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European Union AI Act – 2025 - https://artificialintelligenceact.eu/the-act/
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AI: A Declaration of Autonomy - 2025 - https://www.accenture.com/content/dam/accenture/final/accenture-com/document-3/Accenture-Tech-Vision-2025.pdf
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WEF, The Future of Jobs Report – 2023 – https://www.weforum.org/publications/the-future-of-jobs-report-2023/
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Agentic AI Orchestration – 2024 – https://www.huronconsultinggroup.com/insights/agentic-ai-agent-orchestration
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McKinsey: The State of Organizations: Ten Shifts Transforming Organizations – 2023 – https://www.mckinsey.com/capabilities/people-and-organizational-performance/our-insights/the-state-of-organizations-2023
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AI Unlocks New Future for Infrastructure - 2024 - https://www.ey.com/en_cn/insights/infrastructure/how-artificial-intelligence-can-unlock-a-new-future-for-infrastructure
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Learning Agility Importance – 2025 – https://action.deloitte.com/insight/4479/balancing-stability-and-agility-to-unlock-human-performance
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OECD, "Leadership Skills for a Changing World," 2023, https://www.oecd.org/education/leadership-skills-for-a-changing-world/
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LLM Working Hours Impact – 2023 – https://www.accenture.com/content/dam/accenture/final/accenture-com/document/Accenture-A-New-Era-of-Generative-AI-for-Everyone.pdf
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AI vs. Human CEOs Experiment – 2024 – https://www.businessinsider.com/ai-gpt-human-ceo-which-is-better-2024-10
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Human-AI Teaming: New Leadership Norms - 2025 - https://sloanreview.mit.edu/article/why-ai-demands-a-new-breed-of-leaders/
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Human‑AI Roles Defined – 2025 – https://www.weforum.org/stories/2025/01/four-ways-to-enhance-human-ai-collaboration-in-the-workplace
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Organizational Learning + AI – 2024 – https://www.bcg.com/publications/2024/manage-uncertainty-with-organizational-learning-ai mckinsey.org+8mckins
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WEF: -AI-leaders- thinking, building and creating value – 2024 - https://www.weforum.org/stories/2024/12/why-generative-ai-leaders-must-blend-thinking-building-and-creating-value/
Understanding GenAI: Foundations, Impact, and Opportunities
Chapter 2 Cutting Through the Noise – A Brief history of AI
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2024 State of AI in the Enterprise report by Deloitte https://www.deloitte.com/us/en/what-we-do/capabilities/applied-artificial-intelligence/content/state-of-generative-ai-in-enterprise.html
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Generative AI Market Size – 2025 – https://www.grandviewresearch.com/industry-analysis/generative-ai-market-report
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Generative AI Market Size – 2025 – https://www.spglobal.com/market-intelligence/en/news-insights/research/generative-ai-market-revenue-projected-to-grow-at-a-40-cagr-from-2024-2029
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McKinsey Global Survey on AI in 2025: https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai/
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ML market size and outlook – 2025 – https://www.fortunebusinessinsights.com/machine-learning-market-102226
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The future of GenAI in capital markets – https://kx.com/resources/podcast/future-genai-in-capital-markets/
Chapter 3 Understanding the Building Blocks of GenAI
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Accenture: Technology Vision 2024 – Human by Design, 2024 – https://www.accenture.com/us-en/insights/technology/technology-trends-2024/
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Evaluating Debugging Capability of Large Language models – 2024 – https://arxiv.org/abs/2401.04621
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From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging – 2024 – https://arxiv.org/abs/2410.01215
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Harvard Business School/Working Knowledge: When AI Chatbots Help People Be More Human, 2025 – https://www.library.hbs.edu/working-knowledge/when-ai-chatbots-help-people-be-more-human/
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Low-resource finetuning of foundation models beats state-of-the-art in histopathology – 2024 – https://arxiv.org/abs/2401.04720
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Mahapatra, Dwarikanath et al.: Low-Resource Fine-Tuning for Histopathology Image Analysis, 2024 – https://arxiv.org/abs/2401.04720/
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Multimodal ML in clinical biomedicine – 2024 – https://link.springer.com/article/10.1007/s11263-024-02032-8
Chapter 4 Exploring GenAI Across Industries and Functions
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Accenture: GenAI in Healthcare – A New Era for Patients and Providers, 2024 – https://www.accenture.com/us-en/insights/health/generative-ai-healthcare/
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AI in Protein Design – 2025 – https://www.pharmasalmanac.com/articles/reprogramming-the-rules-how-ai-is-transforming-de-novo-protein-design-in-drug-development/
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Automated Code Review in Practice – 2024 – https://doi.org/10.48550/arXiv.2412.18531/
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Boston Consulting Group (BCG): AI in Financial Services: Turning Disruption into Opportunity, 2024 – https://www.bcg.com/publications/2024/genai-in-financial-services/
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Copilot efficiency & challenges in real-world projects – 2024 – https://arxiv.org/abs/2406.17910/
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Explainable AI crop recommendation – 2024 – https://doi.org/10.48550/arXiv.2412.16196/
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Forbes/Bernard Marr: 14 Real-World Examples of How Generative AI Is Transforming Industries, 2023 – https://www.forbes.com/sites/bernardmarr/2023/10/02/14-real-world-examples-of-how-generative-ai-is-transforming-industries/
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GenAI for Materials – 2024 – https://www.engineering.com/how-generative-ai-is-transforming-materials-design/
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Generative AI in vehicle design – 2023 – https://www.techopedia.com/toyotas-ai-powered-breakthroughs-in-automotive-design/
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GitHub: Research: Quantifying GitHub Copilot’s impact on developer productivity and happiness – 2024 – https://github.blog/news-insights/research/research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness/
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How GenAI Reimagines Supply Chain Management – 2024 – https://www.bcg.com/publications/2024/genai-reimagines-supply-chain/
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IBM: AI in Manufacturing: The Rise of Industrial AI, 2024, https://www.ibm.com/blog/ai-in-manufacturing/
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Legal Co Pilot Streamlines Contracts** – 2024 – https://www.ft.com/content/9a117ac7-29ae-43fe-b840-a04005b98799/
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McKinsey & Company: The Economic Potential of Generative AI – The Next Productivity Frontier, 2023 – https://www.mckinsey.com/mgi/our-research/the-economic-potential-of-generative-ai-the-next-productivity-frontier/
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NASA uses AI to optimize spacecraft hardware – 2023 – https://www.nasa.gov/technology/goddard-tech/nasa-turns-to-ai-to-design-mission-hardware/
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Retailers Use AI Assistants: https://www.mckinsey.com/capabilities/growth-marketing-and-sales/our-insights/using-generative-ai-to-transform-customer-experience/
Chapter 5 A Day in the Life of an AI-Augmented Leader
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Cornell University: Enhancing Team Effectiveness – 2025 – https://arxiv.org/abs/2504.14222
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How AI Can Help Leaders Make Better Decisions Under Pressure – 2023 – https://hbr.org/2023/10/how-ai-can-help-leaders-make-better-decisions-under-pressure
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How Generative AI Affects Highly Skilled Workers – 2023 – https://mitsloan.mit.edu/ideas-made-to-matter/how-generative-ai-affects-highly-skilled-workers
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Leveraging Generative AI for Job Augmentation and Workforce Productivity – 2024 – https://www.pwc.com/gx/en/issues/artificial-intelligence/wef-leveraging-generative-ai-for-job-augmentation-and-workforce-productivity-2024.pdf
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Some workers are warming up to AI and think it will help their career – 2024 – https://www.businessinsider.com/workers-see-ai-automation-increasing-productivity-job-flexibility-2024-12
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Superagency in the workplace – 2025 – https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/superagency-in-the-workplace-empowering-people-to-unlock-ais-full-potential-at-work
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What’s Dividing the C-Suite on Generative AI? – 2023 –https://www.bcg.com/publications/2023/c-suite-genai-concerns-challenges
Chapter 6 The Dual Impact of GenAI: Opportunities and Risks
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AI Disruption: 9 in 10 Workers Fear Job Loss to AI – 2025 – https://www.resume-now.com/job-resources/careers/ai-disruption-report
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AI for Operational Efficiency: Benefits. Challenges & Use Cases – 2025 – https://callhippo.com/blog/ai/ai-for-operational-efficiency
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AI For Talent Management: Shifting Perspectives To Drive Potential – 2025 – https://www.forbes.com/sites/sap/2025/03/20/ai-for-talent-management-shifting-perspectives-to-drive-potential/
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AI in Learning & Development: What Leaders Need To Know – Whatfix, – 2025 – https://whatfix.com/blog/ai-in-learning-and-development/
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AI in Learning and Development: Personalized Training – 2025 – https://www.virti.com/insights/learning-and-development/corporate-training-using-ai-in-learning-and-development/
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AI in Talent Management: The Future of Hiring and Upskilling – 2025 – https://www.skillscaravan.com/post/ai-in-talent-management-the-future-of-hiring-and-upskilling-employees
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AI is taking over repetitive work but leaders must adapt – 2025 – https://www.okoone.com/spark/leadership-management/ai-is-taking-over-repetitive-work-but-leaders-must-adapt/
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AI Security Risks and Governance Challenges – 2023 – https://www.oecd.org/going-digital/ai/principles-and-guidelines/ai-security-risks-governance-challenges.htm
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AI Security: Risks, Frameworks, and Best Practices – 2024- https://perception-point.io/guides/ai-security/ai-security-risks-frameworks-and-best-practices/
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AI-Based Psychometric Tests: The Future of Candidate Evaluation – 2025 – https://xobin.com/blog/ai-based-psychometric-tests-to-evaluate-candidates/xobin.com
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AI-Powered Skills Mapping: The Future of Talent Management – 2024 – https://spire.ai/blog/skills-mapping
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Arabian Business: workers face pressure to match AI’s machine-like productivity – 2025 – https://www.arabianbusiness.com/jobs/less-staff-less-downtime-less-empathy-ai-creates-always-on-culture-leading-to-employee-burnout-anxiety-imposter-syndrome
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Artificial Intelligence-Augmented Decision-Making – 2025 – https://ecohumanism.co.uk/joe/ecohumanism/article/download/6364/6513/15228
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Concentric: How Bias in AI Hurts Business – 2024 – https://www.concentric.io/blog/how-algorithmic-bias-in-artificial-intelligence-hurts-business-and-how-to-protect-yourself
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Cornell University: Dialect Prejudice in AI – 2024 – https://arxiv.org/abs/2403.00742
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EY: How internal audit can adapt to AI – 2025 – https://www.ey.com/en_us/insights/ai/how-internal-audit-can-adapt-to-ai
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Fairness and Bias in AI Explained – https://www.blueprism.com/resources/blog/bias-fairness-ai/
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FTC: – AI and the Risk of Consumer Harm – 2025 – https://www.ftc.gov/policy/advocacy-research/tech-at-ftc/2025/01/ai-risk-consumer-harm
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How AI is Shaping Employee Onboarding – 2025 – https://scribehow.com/library/ai-onboarding
Leading the Transition: Practical Paths to GenAI Adoption
Chapter 7 Navigating the Challenges of GenAI
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10-things-high-performing-genai-leaders-do – 2024 – https://blog.dataiku.com/10-things-high-performing-genai-leaders-do
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60+ Generative AI Statistics You Need to Know – 2025 – https://www.amplifai.com/blog/generative-ai-statistics
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AI Disruption: 9 in 10 Workers Fear Job Loss to Automation – https://www.resume-now.com/job-resources/careers/ai-disruption-report
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AI Leadership Survey Exposes Readiness Gap: Most Enterprises Are Unprepared For AI's Power Demand – 2025 – https://sambanova.ai/press/ai-leadership-survey-exposes-readiness-gap-most-enterprises-are-unprepared-for-ai-power-demand
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AI Lifecycle Core Principles – 2023 – https://law.stanford.edu/2023/03/17/ai-life-cycle-core-principles/
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AI models can't tell the time – 2025 – https://www.livescience.com/technology/artificial-intelligence/ai-models-cant-tell-time-or-read-a-calendar-study-reveals
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AI Project Failure Rates Are On The Rise – 2025 – https://www.ciodive.com/news/AI-project-fail-data-SPGlobal/742590/
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AI Use Erodes Critical Thinking – 2025 – https://phys.org/news/2025-01-ai-linked-eroding-critical-skills.html
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Big Blunder: Major AI Mistakes Companies Make – 2025 – https://opentools.ai/news/big-blunder-alert-the-major-ai-mistake-companies-keep-making
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Business Concern Over Hallucinations – 2025 – https://research.aimultiple.com/ai-hallucination/
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CCPA – 2024 – https://www.oag.ca.gov/privacy/ccpa
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ChatGPT Promotes American Cultural Bias – University of Copenhagen 2023 – https://www.disabled-world.com/assistivedevices/ai/chatgpt-americanized.php
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Cornell University: Dialect Prejudice in AI – 2024 – https://arxiv.org/abs/2403.00742
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Employees Won’t Trust AI If They Don’t Trust Their Leaders – 2025 – https://hbr.org/2025/03/employees-wont-trust-ai-if-they-dont-trust-their-leaders
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Fortune 1000 Tech Execs GenAI Survey Results – 2025 – https://www.pagerduty.com/resources/ai/learn/technology-executives-ai-survey-results/
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GDPR – 2018 – https://commission.europa.eu/law/law-topic/data-protection/legal-framework-eu-data-protection_en
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GenAI Revenue Growth and Profitability | Morgan Stanley – 2025 – https://www.morganstanley.com/insights/articles/genai-revenue-growth-and-profitability
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Generative AI Investment Surge – 2025 – https://hai.stanford.edu/ai-index/2025-ai-index-report
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Generative AI Legal Issues | Deloitte US – https://www2.deloitte.com/us/en/pages/consulting/articles/generative-ai-legal-issues.html
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HIPAA – 2025 – https://www.hhs.gov/hipaa/for-professionals/privacy/laws-regulations/index.html
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How to ease worker anxiety over AI adoption – 2025 – https://www.hrdive.com/news/manufacturers-ease-worker-anxiety-artificial-intelligence-adoption-hr-labor/732252/
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Legal considerations of generative AI -2023 https://www.icaew.com/technical/technology/artificial-intelligence/generative-ai-guide/legal-considerations
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McKinsey: Generative AI and the Future of Work – 2023 – htps://www.mckinsey.com/mgi/our-research/the-economic-potential-of-generative-ai-the-next-productivity-frontier
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Measuring the Business Value of Enterprise AI – 2025 – https://agility-at-scale.com/implementing/roi-of-enterprise-ai/
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MIT Economics – 2023 – https://economics.mit.edu/sites/default/files/inline-files/Noy_Zhang_1.pdfMIT Initiative on the Digital Economy+2MIT Economics+2
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Monthly Model Releases on Hugging Face – 2025 – https://www.reddit.com/r/LocalLLaMA/comments/1ipigf2/monthly_model_releases_on_hugging_face_nov22_feb25/
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Overreliance on AI: Addressing Automation Bias Today – 2024 https://www.lumenova.ai/blog/overreliance-on-ai-adressing-automation-bias-today/
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Privacy as an Enabler of Customer Trust – 2024 – https://www.cisco.com/c/dam/en_us/about/doing_business/trust-center/docs/cisco-privacy-benchmark-study-2024.pdf
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State of AI – 2024 – https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-2024
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U.S. General Services Administration (GSA) – 2025 – https://coe.gsa.gov/coe/ai-guide-for-government/identifying-ai-use-cases-in-your-organization/
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UNESCO – Bias against Woman and girls in AI models – 2024 – https://www.unesco.org/en/articles/generative-ai-unesco-study-reveals-alarming-evidence-regressive-gender-stereotypes
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World Economic Forum: Future of Jobs Report 2025 – https://reports.weforum.org/docs/WEF_Future_of_Jobs_Report_2025.pdf
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WSJ: These AI Models Are Pretty ‘Mid’ – 2024 – https://www.wsj.com/articles/these-ai-models-are-pretty-mid-thats-why-companies-love-them-710a0f72
Chapter 8 The Evolving Role of the GenAI-Savvy Leader
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10 Things High-Performing GenAI Leaders Do – 2024 – https://blog.dataiku.com/10-things-high-performing-genai-leaders-do/
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Executives & GenAI Daily Use – 2024 – https://blog.dataiku.com/10-things-high-performing-genai-leaders-do/
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HBR: AI-First Leadership – 2025 – https://www.harvardbusiness.org/ai-first-leadership-embracing-the-future-of-work/
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Learning Agility Importance – 2025 – https://action.deloitte.com/insight/4479/balancing-stability-and-agility-to-unlock-human-performance/
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OECD, “Leadership Skills for a Changing World,” – 2023 – https://www.oecd.org/education/leadership-skills-for-a-changing-world/
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Out of the Crisis, W. Edwards Deming – 1986 – ISBN 9780262541152
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The Fearless Organization, Amy Edmonson – 2018 – ISBN: 9781119477242
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Why Relational Intelligence is the key to thriving in the AI era – 2025 – https://hechingerreport.org/opinion-why-relational-intelligence-is-the-key-to-thriving-in-the-ai-era/
Chapter 9 The Eight Capabilities of a GenAI-Savvy Organization
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A human-centered approach to AI transformation – 2024 – https://blogs.lse.ac.uk/businessreview/2024/05/22/a-human-centred-approach-to-ai-transformation/
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AI is becoming ingrained in businesses across industries. Where is it going in 2025? – 2024 – https://apnews.com/article/a0458061469735aed7af5fa49682e076
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AI Principles (OECD) – 2024 – https://www.oecd.org/en/topics/ai-principles.html
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AI Skills Gap – 2017 – https://www.wired.com/story/andrew-ngs-new-online-school/
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Gartner AI Outcomes that Matter – 2024 – https://www.youtube.com/watch?v=k2VKofUjIE8
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MIT Sloan Management Review: Building a Culture That Embraces AI – 2025 – https://sloanreview.mit.edu/article/building-a-data-driven-culture-four-key-elements/
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World Economic Forum: Responsible AI Playbook – 2024 – https://www.weforum.org/publications/responsible-ai-playbook-for-investors/
Chapter 10 Guidelines for Increasing GenAI Maturity per Capability
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Addressing AI Gap – 2025 – https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/tech-forward/tech-talent-gap-addressing-an-ongoing-challenge
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Best Practices for Monitoring AI Systems – 2024 – https://www.stackmoxie.com/blog/best-practices-for-monitoring-ai-systems/
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Cisco’s AI Readiness Index: Urgency Rises, Readiness Falls – 2024 – https://newsroom.cisco.com/c/r/newsroom/en/us/a/y2024/m11/cisco-2024-ai-readiness-index-urgency-rises-readiness-falls.html
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Crossing the Chasm, Geoffrey A. Moore – 1991 – ISBN 9780887305191
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Dataiku: Scalable LLM Deployment – 2024 – https://blog.dataiku.com/llm-mesh
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Evolving Data Stewardship for AI Governance – 2024 – https://www.factspan.com/blogs/evolving-data-stewardship-roles-for-data-and-ai-governance/
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Generative AI-anxiety – 2023 – https://hbr.org/2023/08/generative-ai-nxiety
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Google Cloud: Vertex AI Overview – 2025 – https://cloud.google.com/vertex-ai/docs/start/introduction-unified-platform
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How do we become GenAI fluent? And why is that important? – 2024 – https://www.deloitte.com/nl/en/issues/generative-ai/genai-fluency.html
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How to Choose the Right AI Model for Your Business: A Decision-Making Framework for Model Selection – 2023 – https://liatbenzur.com/2023/10/26/choosing-the-right-ai-model-can-make-or-break-your-project-discover-the-ultimate-decision-making-framework-for-selecting-between-generalized-specialized-and-hybrid-ai-models-to-meet-your-business-o/
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Lack of Data Readiness for AI – 2024: https://www.accenture.com/content/dam/accenture/final/accenture-com/document-3/Accenture-the-new-data-essentials-the-road-to-data-readiness-report.pdf
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McKinsey: The State of AI in 2023: https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-in-2023-generative-ais-breakout-year
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Microsoft: Responsible AI Transparency Report – 2025 – https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/microsoft/msc/documents/presentations/CSR/Responsible-AI-Transparency-Report-2025.pdf
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OECD: AI and Skills Development: Preparing Workforces for AI Integration- 2024 – https://www.oecd.org/employment/skills-and-workforce-development/ai-and-skills-development.htm
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OECD: Principles on AI Explainability – 2024 – https://www.oecd.org/going-digital/ai/principles/
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PBL for AI Skills – 2025 – https://campustechnology.com/articles/2025/03/10/project-based-learning-in-an-ai-inspired-era.aspx
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PWC Survey -Reinvention and Flexibility – 2025 – https://www.pwc.com/gx/en/news-room/press-releases/2025/pwc-2025-global-ceo-survey.html
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PWC Survey -Reinvention and Flexibility – 2025 – https://www.pwc.com/gx/en/news-room/press-releases/2025/pwc-2025-global-ceo-survey.html
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Reskilling and upskilling: Lifelong learning opportunities – 2025 – The World Economic Forum https://www.weforum.org/stories/2025/01/ai-and-beyond-how-every-career-can-navigate-the-new-tech-landscape/
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State-of-generative-ai-in-enterprise – 2024 – https://www2.deloitte.com/us/en/pages/consulting/articles/state-of-generative-ai-in-enterprise.html
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U AI Act Article 10 – 2025 – https://artificialintelligenceact.eu/article/10/
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Why Data Lineage is Essential for Effective AI Governance – 2024 – https://www.zendata.dev/post/why-data-lineage-is-essential-for-effective-ai-governance
Chapter 11 The TERA-LENS Model: Your GenAI Transformation Framework
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3 Lenses for Management Success – 2021 – https://mitsloan.mit.edu/emba/3-lenses-management-success/
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Advancing Responsible AI Innovation: A Playbook – 2025 – https://reports.weforum.org/docs/WEF_Advancing_Responsible_AI_Innovation_A_Playbook_2025.pdf
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Beware the AI Experimentation Trap – 2025 – https://hbr.org/2025/08/beware-the-ai-experimentation-trap
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Four futures of generative AI in the enterprise – 2025 – https://www.deloitte.com/us/en/insights/topics/digital-transformation/generative-ai-and-the-future-enterprise.html/
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From Pilot to Production: Scaling AI Projects in the Enterprise – 2025 – https://agility-at-scale.com/implementing/scaling-ai-projects/
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Leading Change, John P. Kotter – 1996 – ISBN 9780875847474
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Measure What Matters, John Doerr – 2018 – ISBN 9780525536222
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Out of the Crisis, W. Edwards Deming – 1986 – ISBN 9780262541152
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Unsticking Your AI Transformation – 2025 – https://www.bain.com/insights/unsticking-your-ai-transformation/
Chapter 12 Leading the Transformation: Applying TERA-LENS Across Leadership Levels
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A 5-Step Guide to Scalable AI Infrastructure and Data Intelligence – 2025 – https://www.ddn.com/resources/guides/a-5-step-guide-to-scalable-ai-infrastructure-and-data-intelligence/
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A Business Guide to Responsible and Sustainable AI | Insights+ (BSR) – 2024 – https://www.bsr.org/en/sustainability-insights/insights-plus/a-business-guide-to-responsible-and-sustainable-ai
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Building a responsible AI: How to manage the AI ethics debate – ISO – 2024 – https://www.iso.org/artificial-intelligence/responsible-ai-ethics/
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Building an AI-Ready Creative Team: Skills and Strategies for Confident Adoption – 2025 – https://www.cellainc.com/insights/blog/building-an-ai-ready-creative-team-skills-and-strategies-for-confident-adoption/
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Change Management: A Complete Guide to Leading Organizational Transformation – 2025 – https://culturepartners.com/insights/change-management-a-complete-guide-to-leading-organizational-transformation/
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How to Build a Scalable AI Strategy with Open Data Resources – 2025 – https://www.panorama-consulting.com/how-to-build-a-scalable-ai-strategy-with-open-data-resources/
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Managing in the era of gen AI – 2024 – https://www.mckinsey.com/capabilities/people-and-organizational-performance/our-insights/managing-in-the-era-of-gen-ai/
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Needed: Visionary Leadership for the Generative AI Era – 2024 – https://chiefexecutive.net/needed-visionary-leadership-for-the-generative-ai-era/
Chapter 13 Ethical and Responsible AI (ER-AI)
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AI, Authorship, & Copyright – Artificial Intelligence (Generative) Resources, https://guides.library.georgetown.edu/ai/copyright
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AI-generated content and IP rights: Challenges and policy considerations – 2025 –
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Chatbot energy consumption – 2025 – https://www.euronews.com/my-europe/2025/03/17/chatgpt-deepseek-co-how-much-energy-do-ai-powered-chatbots-consume
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Copyright Office Releases Part 2 of AI Report – Library of Congress, https://newsroom.loc.gov/news/copyright-office-releases-part-2-of-artificial-intelligence-report/s/f3959c36-d616-498d-b8f9-67641fd18bab
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Energy cost of training a single AI model- 2025 – https://www.supermicro.com/en/article/ai-training-5-tips-reduce-environmental-impact
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Environmental impacts of generative AI. UC Irvine Research Guides – 2025 – https://guides.lib.uci.edu/gen-ai/ethics
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Generative AI: Navigating Intellectual Property – WIPO, https://www.wipo.int/about-ip/en/frontier_technologies/pdf/generative-ai-factsheet.pdf
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Hidden Costs of AI | Washington University – 2025 – https://sustainability.wustl.edu/the-hidden-costs-of-ai/
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Practicing sustainable artificial intelligence 2025 – https://illuminem.com/illuminemvoices/practicing-sustainable-artificial-intelligence
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Quotes from Andrew Ng – 2023 – https://medium.com/quotes-of-quote/17-rare-selected-quotes-from-andrew-ng-quotes-of-quote-abc5eceba238
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