IT AINT WHAT YOU DO TO DATA ITS
- Slides: 33
IT AIN’T WHAT YOU DO TO DATA… IT’S WHAT YOU DO WITH IT Edd Dumbill • @edd edd@svds. com • svds. com/Strata. UK 2015
Edd Dumbill VP Strategy 2 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
• Prioritize for highest business value when using emerging technology • Design with outcomes in mind • Be agile: deliver initial results quickly, then adapt and iterate • Collaborate constantly with our customers and partners 3 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED. OUR PHILOSOPHY
• How we used to think about data • Why big data is a big deal • Data strategy • New platforms have new characteristics • Data value chain • Building for experiments 4 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED. OVERVIEW
“Data strategy is not for the faint of heart” 1 5 Creating an Enterprise Data Strategy; Wayne Eckerson - http: //www. slideshare. net/Dataversity/creating-an-enterprise-data-strategy
IS THERE AN ALTERNATIVE? In today’s competitive environment, data must serve the strategic imperatives of a business—the key aspirations that define the future vision for an organization. A modern data strategy is a roadmap to enable data-driven decision-making and applications that helps an enterprise achieve its strategic imperatives. An effective data strategy helps an enterprise make technology choices, grounded in business priorities, to get the most value from their data. 6 © 2015 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
CONNECTING TECHNOLOGY AND BUSINESS VALUE If you find that you can’t articulate how the cost of your data systems relates to the benefits to your business, or if you can’t articulate how your technology philosophy enables your business aspirations, then your organization would almost certainly benefit from data strategy. 7 © 2015 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
ARTICULATING THE BUSINESS IMPACT OF DATA & TECHNOLOGY 8 POP QUIZ • Do you feel like the technology leadership in your organization prioritizes investments to meet the ambitions of the business? • Can your organization clearly articulate the business impact of the data and technology investments it makes? © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
DIGITAL NERVOUS SYSTEM 9 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
SILICON VALLEY’S DATA MACHINE 10 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
It’s time to redefine what “data strategy” means 11
CONVENTIONAL DATA STRATEGY “WHAT YOU DO TO DATA” CLEAN 12 VALIDATE © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED. CONTROL PROTECT
Conventional Wisdom: 10 THINGS A DATA STRATEGY SHOULD INCLUDE 2 2 13 1. What data should be collected? 2. How long should data be kept? 3. Where should the data be stored? 4. How will data privacy and security be managed? 5. From where can data be accessed? 6. What data can be displayed? 7. What level of detail should be retained? 8. Who is responsible for the data (governance)? 9. How is data integrated? 10. How will data be distributed? (virtualization? ) 10 Key Elements of your Data Strategy; Mike Schiff – http: //www. tdwi. org/Articles/2012/01/17/10 -Elements-Data. Strategy. aspx? Page=1 © 2015 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
MODERN DATA STRATEGY “WHAT YOU DO WITH DATA” TARGET VIP CUSTOMERS ATTRACT NEW CUSTOMERS AUTOMATE 14 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
NEW ORTHODOXY 4 PRINCIPLES OF A SUCCESSFUL DATA STRATEGY 3 1. How does data generate value? 2. What are our critical data assets? 3. What is our data ecosystem? 4. How do we govern data? 3 15 The 4 Principles of a Successful Data Strategy; Paul Barth - http: //www. cioupdate. com/insights/article. php/11049_3936706_2/The-4 Principles-of-a-Successful-Data-Strategy. htm © 2015 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
BEGIN WITH THE BUSINESS • First understand what drives your business • Then make the leap from strategy to tactics • @Technologists: This can’t be done without the business people in the room • @Business. Leaders: This can’t be done without the technologists in the room 16 © 2015 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
We have different aims, and different capabilities 17
18 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
UP vs OUT Scale-up cost US Dollars UC 1 UC 2 Increasing cost per unit of capability from scale-up architectures causes rationing of resources. Only the most valuable use cases are pursued. UC 4 UC 3 UC 5 Data Resource Usage 19 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED. Different use cases put different demands on the data infrastructure. Scale-out cost
DELAYING DECISIONS… • The Art of Abstraction svds. com/abstraction • Schema on read 20 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
THE DATA LAKE A scalable, accessible repository of data (in its natural or processed state) 21 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
THE DATA VALUE CHAIN DRAW VALUE FROM YOUR STRATEGIC DATA ASSETS Discover Ingest Process Persist Integrate Analyze Expose 22 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
How do you think about building with data? 23
OUR METHOD FOR DATA STRATEGY IDENTIFY STRATEGIC IMPERATIVES MAP OBJECTIVES AND REQUIREMENTS TO USE CASES DEFINE BUSINESS OBJECTIVES DEFINE DATA REQUIREMENTS IDENTIFY GAPS IN CURRENT SYSTEMS & TECHNOLOGY 24 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED. RATIONALIZE USE CASES INTO WORKLOADS PROJECT ACTION PLAN & ROADMAP
illustrative DATA CONSTRAINTS 25 © 2015 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
illustrative Development Horizons 26 © 2015 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
DATA STRATEGY AND THE CDO Julie Steele & Scott Kurth • Thursday 13: 45 Blenheim Room 27 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
CDO Report svds. com/cdoreport 28 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
We need a different organizational mindset 29
• Make it cheap • Failure as a feature • Ask good questions • Make it quick • Both learning and adaptation • Enable the feedback loop • Don’t break things • Make operations a platform for innovation • APIs, platforms, simulation 30 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED. BUILD FOR EXPERIMENTS
THE EXPERIMENTAL ENTERPRISE Data science allows us to observe our experiments and respond to the changing environment. We need to both support investigative work and build a solid layer for production. The foundation of the experimental enterprise focuses on making infrastructure readily accessible. 31 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
BECOME DATA NATIVE • Can only win with situational awareness • New architectures offer new opportunities • Creation of data-driven value requires new approach • Business must lead, and understand the potential of the technology 32 © 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
Edd Dumbill edd@svds. com @edd @SVData. Science Yes, we’re hiring! info@svds. com Want these slides? Go to: svds. com/Strata. UK 2015 33
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