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Big Data Expo 2018
Big Data en datagedreven waardecreatie: Valt er nog iets te kiezen?
Prof. dr. Frans Feldberg
Vrije Universiteit Amsterdam
©
2018
Big Data en datagedreven waardecreatie:
Valt er nog iets te kiezen
Big Data Expo
19 september 2018
©
2018
©
2018
©
2018
1. Wat is er veranderd?
2. Waarom zijn deze veranderingen belangrijk ?
3. Hoe kunnen organisaties reageren, en waarde 
creëren met data?
4. Inspireren. 
Prof. dr. J.F.M. (Frans) Feldberg
SBE/Information, Logistics and Innovation
Research:
• Data‐Driven Business Innovation
• Business Intelligence/Business Analytics/Big Data
• Online Decision Making (DSS & GDSS)
• Mobile Sensing
• Internet‐of‐Things
Business Consultant.
FransFeldberg
• Business Administration & Mathematics & Computer Sciences& ….
• Bachelor and Master Business Analytics
• Multidisciplinary Research Center
• Eco System: Businesses & Science
• One stop shop: Access to all relevant academic expertise
• Post Graduate Education: Business Analytics & Data Science 
(https://ee.sbe.vu.nl/nl/management/opleidingen/business‐analytics‐data‐science/inhoud/index.aspx/)
2
Big Data Expo 2018
Big Data en datagedreven waardecreatie: Valt er nog iets te kiezen?
Prof. dr. Frans Feldberg
Vrije Universiteit Amsterdam
CHANGE
AHEAD
Wat is er veranderd?
©
2018
BIG data 
variety velocityvolume
©
2018
(Günther, Rezazade Mehrizi, Huysman, Feldberg, 2017)
Granular
Unmanageable
Renewal/Updating
Unintentional
BIG data:
©
2018
UNCERTAINTY
AHEAD
Waarom zijn deze veranderingen 
belangrijk voor organisaties?
©
2018
Digitized
Demonetized
Dematerialized
Democratized
Deceptive
Disruptive
(Diamandis, Kotler, 2015)
Data: Digital Innovation
3
Big Data Expo 2018
Big Data en datagedreven waardecreatie: Valt er nog iets te kiezen?
Prof. dr. Frans Feldberg
Vrije Universiteit Amsterdam
©
2018
0,01 0,02 0,04 0,08 0,16 0,32 0,64 1,28 2,56 5,12 10,2
0 1 2 3 4 5 6 7 8 9 10
Deceptive
Moore’s Law
©
2018
1958 + 32 * 1,5 = 2006
US Bureau of 
Economic 
Analysis starts 
tracking IT
Moore’s Law 
doubling period
©
2018
©
2018
Data: Waardecreatie?
Strength in numbers: 
How does data‐driven decision making affect firm performance?
(Brynjolfsson, E., Hitt, L. M., & Kim, H. H., 2011).
Big Data en Waardecreatie: 
How do organizations create value from big data?
(Günther, W. A., Mehrizi, M. H. R., Huysman, M., & Feldberg, F., 2017) 
©
2018
Work‐ Practice
Organizational
Supra‐Organizational
Centraal
Incrementeel
Decentraal
Radicaal
Inductief
Mens
Deductief
Machine
Open
Economic
Gesloten
Social
Gaining insights from big 
data for decision making.
Developing organizational 
designs and models.
Dealing with stakeholder 
interests.
How do organizations realize value from big data?
(Günther, Rezazade Mehrizi, Huysman, &Feldberg 2017)
©
2018
4
Big Data Expo 2018
Big Data en datagedreven waardecreatie: Valt er nog iets te kiezen?
Prof. dr. Frans Feldberg
Vrije Universiteit Amsterdam
©
2018
Unieke eigenschappen van big data.
Portability Interconnectivity
SOLUTIONS
AHEAD
Hoe kunnen organisaties 
waarde creëren met data?
©
2018
DATA‐DRIVEN BUSINESS MODEL INNOVATION
(Woerner & Wixom , 2015)) 
IMPROVE 
the business model
INNOVATE 
the business model
• New Data
• New Insights
• New Actions
• Data Monetization
• Digital Transformation
©
2018
Improve: New Data
©
2018
Improve: New Insights
• Descriptive Analytics
• Predictive Analytics
• Prescriptive Analytics
©
2018
DATA‐DRIVEN BUSINESS MODEL INNOVATION
(Woerner & Wixom , 2015)) 
IMPROVE 
the business model
INNOVATE 
the business model
• New Data
• New Insights
• New Actions
• Data Monetization
• Digital Transformation
5
Big Data Expo 2018
Big Data en datagedreven waardecreatie: Valt er nog iets te kiezen?
Prof. dr. Frans Feldberg
Vrije Universiteit Amsterdam
©
2018
Innovate: Data Monetization
Selling Bartering
Wrapping
©
2018
KEY PARTNERS KEY ACTIVITIES VALUE 
PROPOSITION
CUSTOMER
RELATIONSHIPS
CUSTOMER
SEGMENTS
KEY 
RESOURCES
DISTRIBUTION 
CHANNELS
COST STRUCTURE REVENUE STREAMS
(Osterwalder, A., & Pigneur, Y. , 2010)
©
2018
Innovate: Digital Transformation
Portability Interconnectivity
©
2018
Digital Twins
©
2018
http://www.marketingfacts.nl/
©
2018
KEY PARTNERS KEY ACTIVITIES VALUE 
PROPOSITION
CUSTOMER
RELATIONSHIPS
CUSTOMER
SEGMENTS
KEY 
RESOURCES
DISTRIBUTION 
CHANNELS
COST STRUCTURE REVENUE STREAMS
(Osterwalder, A., & Pigneur, Y. , 2010)
6
Big Data Expo 2018
Big Data en datagedreven waardecreatie: Valt er nog iets te kiezen?
Prof. dr. Frans Feldberg
Vrije Universiteit Amsterdam
©
2018
Challenges, Risks:
•Data Privacy and Ethics: BIG Dilemma’s!
•Data Obsession (“the dictatorship of data”)
•Data Quality: New Paradigms?
•Skills: Data Scientists
•Energy 
•Security ©
2018
JOURNEY
©
2018
Datagedreven waardecreatie:
Valt er nog iets te kiezen
©
2018
Who will become the                                        of your industry..?
©
2018

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