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Einführung
Kapitel 1 Einführung
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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
Teil 3
Looking Ahead: Preparing for the AI-Augmented Future
Kapitel 14 Eine Vision von Führung in einer durch KI erweiterten Zukunft
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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
Kapitel 15 Was wir mit GenAI erreichen wollen
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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/
Teil 1
Understanding GenAI: Grundlagen, Auswirkungen und Chancen
Kapitel 2 Durch den Dschungel der Fachbegriffe – Eine kurze Geschichte der KI
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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/
Kapitel 3 Die Bausteine von GenAI verstehen
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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
Kapitel 4 GenAI in verschiedenen Branchen und Funktionen erkunden
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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/
Kapitel 5 Ein Tag im Leben von KI-unterstützten Führungskräften
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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
Kapitel 6 Die doppelte Auswirkung von GenAI: Chancen und Risiken für Führungskräfte
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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
Teil 2
Den Wandel anführen: Praktische Wege zur Einführung von GenAI
Kapitel 7 Die Herausforderungen von GenAI meistern
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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
Kapitel 8 Die sich wandelnde Rolle der GenAI-versierten Führungskraft
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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/
Kapitel 9 Die acht Kompetenzen einer GenAI-versierten Organisation
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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/
Kapitel 10 Leitlinien zur Steigerung der GenAI-Reife je Fähigkeit
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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
Kapitel 11 Das TERA-LENS-Modell: Ihr Rahmenwerk für die GenAI-Transformation
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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/
Kapitel 12 Die Transformation vorantreiben: TERA-LENS auf allen Führungsebenen anwenden
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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/
Kapitel 13 Ethischer und rücksichtsvoller Einsatz von KI (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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