Business data challengers

Transcript

1. Creating a Data & AI Literate Workforce Business Data Challengers Master data and (Gen) AI, foster critical thinking, innovate, and thrive!"
2. Business Data Challengers
3. Our second book is expected end of 2024. Business Data Challengers ANGELIKA KLIDAS
4. Notification Some parts of this presentation may not be photographed. You will see this sign on the sheet Business Data Challengers
5. Data & AI influences decisions in various industries Business Data Challengers
6. Time travels fast! Business Data Challengers Ca. 1760 - 1840 Mechanization, steam and waterpower First Industrial Revolution Ca. 1870 - 1940 Mass production and electricity Second Industrial Revolution Ca. 1950 - 2000 Electronic and IT systems, automation Third Industrial Revolution Ca. 2010 – and ongoing! Physical, digital and biological technologies and beyond Fourth Industrial Revolution
7. The AI-Tsunami (created with DALLE) Business Data Challengers The AI Tsunami
8. Business Data Challengers
9. Business Data Challengers And suddenly…
10. Definitions Business Data Challengers READING AND USING DATA DATA & AI LITERACY COMMUNICATING WITH DATA WORKING WITH DATA Theory & Analysis Reporting & Presentation Data literacy “The ability to work with, analyze & argue with data” AI literacy “The ability to recognize, grasp, use and critically assess AI’s technologies and their impact” Ben Jones - AI Literacy Fundamentals & Datacamp states a similar approach Data literacy “The ability to work with, analyze & argue with data” AI literacy “The ability to recognize, grasp, use and critically assess AI’s technologies and their impact” Ben Jones - AI Literacy Fundamentals Datacamp states a similar approach True AI Literacy requires Data Literacy Everything is fueled by DATA! Data & AI Literacy Data & AI Literacy refers to the holistic understanding of data, analytics and behavioral concepts
11. The simple truth about AI ! • AI will do exactly what you train it to do! • The actions that AI takes will be guided 100% by user defined outcomes. • The AI based tools only get smarter the more that they are used. The AI-Tsunami (created with DALLE) Business Data Challengers
12. There is a difference our Data & Analytics work Analytical AI • Data Analysis • Predictive Modeling • Pattern & Anomaly Recognition • Classification and Clustering • Optimization • Decision Support Generative AI • Content Creation • Personalization • Language Translation • Creative Exploration • Explanations and Clarifications • Socratic Questioning Business Data Challengers
13. Amazing use cases Generate code or formulas Explaining technical concepts Optimalization of queries and formulas Commenting of code Research purposes Troubleshooting or debugging Creating tutorials, guides, and summaries. Providing data viz tips, or KPI tips Automating tasks Generating of van data sets & metadata suggestions And many more…….. Business Data Challengers
14. DATA INFORMATION SIGNALS KNOWLEDGE STRATEGICAL MANAGEMENT CHANGE MANAGEMENT KNOWLEDGE MANAGEMENT INFORMATION MANAGEMENT PRIVACY, SECURITY & AI MANAGEMENT DATA GOVERNANCE -MANAGEMENT INNOVATION MANAGEMENT Everything needs to be in place! Business Data Challengers ACTION L E A D E R S H I P
15. Concerns • Provides inaccurate/misleading info • Harder to trust without source/provenance • Promotes new types of plagiarism • Disrupts business models • Easier to generate fake news • Easier to dismiss real evidence as AI fakes • Enables impersonation for cyber attacks • Challenges such as ethical considerations, bias and responsibility. Business Data Challengers
16. A person who is data & AI literate approaches data with the curiosity and the know-how to: Being Data & AI Literate…. Recognize Usefulness Make Decicions Interrogate Reliability Discover Meaning Communicate Findings Use Ethically Business Data Challengers
17. Prepare an (Gen)AI-Ready workforce • It’s not only hiring new talent • It’s about upskilling and reskilling existing employees What does this all mean? (Gen)AI is reshaping the workplace • It is helping us go from doing things better to doing better things • That requires employees to adapt to new ways of working and acquire new skills Bridge the skills gap • Foster a culture of continuous learning • Reskilling has a positive impact on employee engagement and retention • An (Gen) AI-Ready workforce is a key driver for innovation and competitiveness Business Data Challengers
18. Building a Data & AI Literate workforce Asses current skills Develop a learning plan Leverage External Partnerships Encourage a Growth mindset Provide support and resources Recognize and reward progress Integrate AI into Career Development paths Monitor and adjust the strategy Strategies for building a Data & AI literate ready workforce Source: Kevin Hanegan – From data to Wisdom & Data Literacy in Practice Business Data Challengers
19. Only Hard Skills? Emotional Intelligence Collaboration and Teamwork Time Management Conflict Resolution Humility Recognizing & Mitigating BIAS Critical Thinking Statistical Literacy Systems Thinking Sound judgement Analytical reasoning Communication Risk Assessment & Risk Management Ethical Considerations Problem-Solving Continuous learning Creativity & Innovation Nope! Business Data Challengers
20. Find Balance Mr. Miyagi’s wisdom: • Wax on, wax off • First learn stand, then learn fly. Nature rule, Daniel-San, not mine • Man, who catch fly with chopstick accomplish anything. • Hey, what kind of belt do you have? • Whole life have a balance. Everything be better. Understand? Business Data Challengers
21. Data Collection Analyze & Decide Validate Time Left 20% 10% 70% Time left With AI 20% 50% 30% Time left With Data & Analytics 20% 80% Without Data & Analytics Speed? Source: Daan van Beek - Passioned Business Data Challengers
22. Tips Find coherence! Foundation is Business Intelligence • What happened • Why did it happen • How can we improve Then gradually move towards Analytics • What is about to happen • What to prescribe? • What can we extract from it (what to do with it) Go Beyond ML, Artificial Intelligence or Augmented Reality Prescriptive, determinative, automating and so on! Business Data Challengers
23. AI is Amazing A whole new customer interaction NO PHOTOS PLEASE Business Data Challengers
24. Harvesting your customer’s data “Scan & Win” • Image recognition • Scan the label • Fill in your personal details • Win tickets (or not) • Collect data from the created events • Get the data and analyze Business Data Challengers
25. A cool way of customer interaction “Scan & Win” • Identify label & product • Add augmented reality • Give menu to win tickets • Gain a world of opportunities with collected data!
26. A lot of opportunities Unique Scans Participations Profiles Winners Business Data Challengers
27. A lot of opportunities Business Data Challengers
28. A lot of opportunities Scans per device Scans per product Business Data Challengers
29. A lot of opportunities and discoveries Business Data Challengers
30. Easy? Business Data Challengers
31. Business Data Challengers YouTube LinkedIn Business Data Challengers angelika@b21s.nl +31 6 2194 2524