RimaginAItion

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Teil 2

Den Wandel anführen: Praktische Wege zur Einführung von GenAI

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Kapitel 7              Die Herausforderungen von GenAI meistern

• 10-things-high-performing-genai-leaders-do – 2024 – https://blog.dataiku.com/10-things-high-performing-genai-leaders-do

• 60+ Generative AI Statistics You Need to Know – 2025 – https://www.amplifai.com/blog/generative-ai-statistics

• AI Disruption: 9 in 10 Workers Fear Job Loss to Automation – https://www.resume-now.com/job-resources/careers/ai-disruption-report

• 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

• AI Lifecycle Core Principles – 2023 – https://law.stanford.edu/2023/03/17/ai-life-cycle-core-principles/

• 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

• AI Project Failure Rates Are On The Rise – 2025 – https://www.ciodive.com/news/AI-project-fail-data-SPGlobal/742590/

• AI Use Erodes Critical Thinking – 2025 – https://phys.org/news/2025-01-ai-linked-eroding-critical-skills.html

• Big Blunder: Major AI Mistakes Companies Make – 2025 – https://opentools.ai/news/big-blunder-alert-the-major-ai-mistake-companies-keep-making

• Business Concern Over Hallucinations – 2025 – https://research.aimultiple.com/ai-hallucination/

• CCPA – 2024 – https://www.oag.ca.gov/privacy/ccpa

• ChatGPT Promotes American Cultural Bias – University of Copenhagen 2023 – https://www.disabled-world.com/assistivedevices/ai/chatgpt-americanized.php

• Cornell University: Dialect Prejudice in AI – 2024 – https://arxiv.org/abs/2403.00742

• 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

• Fortune 1000 Tech Execs GenAI Survey Results – 2025 – https://www.pagerduty.com/resources/ai/learn/technology-executives-ai-survey-results/

• GDPR – 2018 – https://commission.europa.eu/law/law-topic/data-protection/legal-framework-eu-data-protection_en

• GenAI Revenue Growth and Profitability | Morgan Stanley – 2025 – https://www.morganstanley.com/insights/articles/genai-revenue-growth-and-profitability

• Generative AI Investment Surge – 2025 – https://hai.stanford.edu/ai-index/2025-ai-index-report

• Generative AI Legal Issues | Deloitte US – https://www2.deloitte.com/us/en/pages/consulting/articles/generative-ai-legal-issues.html

• HIPAA – 2025 – https://www.hhs.gov/hipaa/for-professionals/privacy/laws-regulations/index.html

• How to ease worker anxiety over AI adoption – 2025 – https://www.hrdive.com/news/manufacturers-ease-worker-anxiety-artificial-intelligence-adoption-hr-labor/732252/

• Legal considerations of generative AI -2023 https://www.icaew.com/technical/technology/artificial-intelligence/generative-ai-guide/legal-considerations

• 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

• Measuring the Business Value of Enterprise AI – 2025 – https://agility-at-scale.com/implementing/roi-of-enterprise-ai/

• MIT Economics – 2023 – https://economics.mit.edu/sites/default/files/inline-files/Noy_Zhang_1.pdfMIT Initiative on the Digital Economy+2MIT Economics+2

• Monthly Model Releases on Hugging Face – 2025 – https://www.reddit.com/r/LocalLLaMA/comments/1ipigf2/monthly_model_releases_on_hugging_face_nov22_feb25/

• Overreliance on AI: Addressing Automation Bias Today – 2024 https://www.lumenova.ai/blog/overreliance-on-ai-adressing-automation-bias-today/

• 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

• State of AI – 2024 – https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-2024

• U.S. General Services Administration (GSA) – 2025 – https://coe.gsa.gov/coe/ai-guide-for-government/identifying-ai-use-cases-in-your-organization/

• 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

• World Economic Forum: Future of Jobs Report 2025 – https://reports.weforum.org/docs/WEF_Future_of_Jobs_Report_2025.pdf

• 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

• 10 Things High-Performing GenAI Leaders Do – 2024 – https://blog.dataiku.com/10-things-high-performing-genai-leaders-do/

• Executives & GenAI Daily Use – 2024 – https://blog.dataiku.com/10-things-high-performing-genai-leaders-do/

• HBR: AI-First Leadership – 2025 – https://www.harvardbusiness.org/ai-first-leadership-embracing-the-future-of-work/

• Learning Agility Importance – 2025 – https://action.deloitte.com/insight/4479/balancing-stability-and-agility-to-unlock-human-performance/

• OECD, “Leadership Skills for a Changing World,” – 2023 – https://www.oecd.org/education/leadership-skills-for-a-changing-world/

• Out of the Crisis, W. Edwards Deming – 1986 – ISBN 9780262541152

• The Fearless Organization, Amy Edmonson – 2018 – ISBN: 9781119477242

• 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 

• A human-centered approach to AI transformation – 2024 – https://blogs.lse.ac.uk/businessreview/2024/05/22/a-human-centred-approach-to-ai-transformation/

• AI is becoming ingrained in businesses across industries. Where is it going in 2025? – 2024 – https://apnews.com/article/a0458061469735aed7af5fa49682e076

• AI Principles (OECD) – 2024 – https://www.oecd.org/en/topics/ai-principles.html

• AI Skills Gap – 2017 – https://www.wired.com/story/andrew-ngs-new-online-school/

• Gartner AI Outcomes that Matter – 2024 – https://www.youtube.com/watch?v=k2VKofUjIE8

• MIT Sloan Management Review: Building a Culture That Embraces AI – 2025 – https://sloanreview.mit.edu/article/building-a-data-driven-culture-four-key-elements/

• 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

• Addressing AI Gap – 2025 – https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/tech-forward/tech-talent-gap-addressing-an-ongoing-challenge

• Best Practices for Monitoring AI Systems – 2024 – https://www.stackmoxie.com/blog/best-practices-for-monitoring-ai-systems/

• 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

• Crossing the Chasm, Geoffrey A. Moore – 1991 – ISBN 9780887305191

• Dataiku: Scalable LLM Deployment – 2024 – https://blog.dataiku.com/llm-mesh

• Evolving Data Stewardship for AI Governance – 2024 – https://www.factspan.com/blogs/evolving-data-stewardship-roles-for-data-and-ai-governance/

• Generative AI-anxiety – 2023 – https://hbr.org/2023/08/generative-ai-nxiety

• Google Cloud: Vertex AI Overview – 2025 – https://cloud.google.com/vertex-ai/docs/start/introduction-unified-platform

• How do we become GenAI fluent? And why is that important? – 2024 – https://www.deloitte.com/nl/en/issues/generative-ai/genai-fluency.html

• 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/

• 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

• 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

• 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

• 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

• OECD: Principles on AI Explainability – 2024 – https://www.oecd.org/going-digital/ai/principles/

• PBL for AI Skills – 2025 – https://campustechnology.com/articles/2025/03/10/project-based-learning-in-an-ai-inspired-era.aspx

• PWC Survey -Reinvention and Flexibility – 2025 – https://www.pwc.com/gx/en/news-room/press-releases/2025/pwc-2025-global-ceo-survey.html

• PWC Survey -Reinvention and Flexibility – 2025 – https://www.pwc.com/gx/en/news-room/press-releases/2025/pwc-2025-global-ceo-survey.html

• 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/

• State-of-generative-ai-in-enterprise – 2024 – https://www2.deloitte.com/us/en/pages/consulting/articles/state-of-generative-ai-in-enterprise.html

• U AI Act Article 10 – 2025 – https://artificialintelligenceact.eu/article/10/

• 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

• 3 Lenses for Management Success – 2021 – https://mitsloan.mit.edu/emba/3-lenses-management-success/

• Advancing Responsible AI Innovation: A Playbook – 2025 – https://reports.weforum.org/docs/WEF_Advancing_Responsible_AI_Innovation_A_Playbook_2025.pdf

• Beware the AI Experimentation Trap – 2025 – https://hbr.org/2025/08/beware-the-ai-experimentation-trap

• 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/

• From Pilot to Production: Scaling AI Projects in the Enterprise – 2025 – https://agility-at-scale.com/implementing/scaling-ai-projects/

• Leading Change, John P. Kotter – 1996 – ISBN 9780875847474

• Measure What Matters, John Doerr – 2018 – ISBN 9780525536222

• Out of the Crisis, W. Edwards Deming – 1986 – ISBN 9780262541152

• 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

• 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/

• 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

• Building a responsible AI: How to manage the AI ethics debate – ISO – 2024 – https://www.iso.org/artificial-intelligence/responsible-ai-ethics/

• 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/

• Change Management: A Complete Guide to Leading Organizational Transformation – 2025 – https://culturepartners.com/insights/change-management-a-complete-guide-to-leading-organizational-transformation/

• 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/

• 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/

• 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)

• AI, Authorship, & Copyright – Artificial Intelligence (Generative) Resources, https://guides.library.georgetown.edu/ai/copyright

• AI-generated content and IP rights: Challenges and policy considerations – 2025 –

• Chatbot energy consumption – 2025 – https://www.euronews.com/my-europe/2025/03/17/chatgpt-deepseek-co-how-much-energy-do-ai-powered-chatbots-consume

• 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

• Energy cost of training a single AI model- 2025 – https://www.supermicro.com/en/article/ai-training-5-tips-reduce-environmental-impact

• Environmental impacts of generative AI. UC Irvine Research Guides – 2025 – https://guides.lib.uci.edu/gen-ai/ethics

• Generative AI: Navigating Intellectual Property – WIPO, https://www.wipo.int/about-ip/en/frontier_technologies/pdf/generative-ai-factsheet.pdf

• Hidden Costs of AI | Washington University – 2025 – https://sustainability.wustl.edu/the-hidden-costs-of-ai/

• https://www.diplomacy.edu/blog/ai-generated-content-and-ip-rights-challenges-and-policy-considerations/#:~:text=When%20AI%20creates%20artistic%20content,protected%20works%20used%20without%20authorisation

• Practicing sustainable artificial intelligence 2025 – https://illuminem.com/illuminemvoices/practicing-sustainable-artificial-intelligence

• Quotes from Andrew Ng – 2023 – https://medium.com/quotes-of-quote/17-rare-selected-quotes-from-andrew-ng-quotes-of-quote-abc5eceba238