BigData Republic - BDE

Transcript

1. Creating a ML strategy Big Data Expo 2022
2. Who are we? Paulien Out Sven Stringer
3. What value do you hope to achieve?
4. "Not everything that can be counted counts, and not everything that counts can be counted." - Albert Einstein Measuring value Relevant KPIs Aligned metrics Realistic objectives
5. Types of data products Report Software product Machine learning Descriptive analytics e.g. Customer satisfaction dashboard e.g. Price forecasting system e.g. Customer segmentation e.g. Profit/Loss report Data maturity
6. “Mechanistic thinking focuses on “what,” and holistic thinking digs into “why.” ― Pearl Zhu What could possibly go wrong?
7. Five pillars of ML strategy Organisation Process Technology Data ML Strategy Value People
8. People Organisation Process Technology Data ML Strategy Value People
9. Strong competition for talent
10. Best practices Career development Train internally Hire expertise
11. Organisation People Organisation Process Technology Data ML Strategy Value
12. Data-driven ambitions
13. Best practices Divide and connect Mixed teams Share
14. Process People Organisation Process Technology Data ML Strategy Value
15. Insufficient alignment
16. Best practices Design products not models Align on metrics Use case life cycle
17. Technology People Organisation Process Technology Data ML Strategy Value
18. Too many technological options
19. Best practices Align to maturity level Develop strategic products in house Self-service solutions
20. Data as an asset People Organisation Process Technology Data ML Strategy Value
21. Data mess
22. Best practices Use case focus vs data focus Monitor data quality Centralize data governance policy
23. What does this mean for you?
24. Next step: filling in the blanks People Organisation Process Technology Data ML Strategy Value
25. "The essence of strategy is choosing what not to do." — Michael E. Porter Coloring the strategic pillars Identify key questions and options Choose strategic initiatives Inform and listen
26. “Plans are worthless, but planning is everything.” - Dwight D. Eisenhower Execute your strategy Organize cross- functional workshops Identify planning requirements Try, evaluate, and repeat
27. “Intelligence is the ability to adapt to change.” – Stephen Hawking Take home message Holistic strategy Step-by-step change management Value over technology
28. “Intelligence is the ability to adapt to change.” – Stephen Hawking Want to have a chat? Visit us at stand 53 for a good cup of coffee
29. Phone +31 (0)168 479294 Email info@bigdatarepublic.nl Coltbaan 4C, 3439 NG Nieuwegein, The Netherlands Address