met big bezig? data and analytics presentati… · 2 presentatie big data: big challenge, big...
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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BIG data:
BIG challenge, BIG threat, BIG value or…. BIG hype?
STOHA congres: De civiele ingenieur in 'The Matrix‘19 mei 2016
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Objectives
Objectives/Agenda1) BIG data What is different?2)Why is BIG data relevant?3)How can big data drive business model innovation?4) Inspire: examples of data‐driven business innovation.
5) ?
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Prof. Dr. J.F.M. (Frans) FeldbergProfessor Data‐Driven Business InnovationFaculty of Economics & Business AdministrationVU University AmsterdamDepartment: Information, Logistics and Innovation
Business Consultant.
FransFeldberg
INTRO
Knowledge, Information and Innovation (www.kinresearch.nl)
Research/Education:• Business Intelligence & Analytics/BIG data• Data‐driven business model innovation• Online decision making (DSS & GDSS)• Online (buying) behavior(emerging technologies)
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• 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 (http://www.feweb.vu.nl/nl/opleidingen/postgraduate‐opleidingen/business‐analytics/index.aspx )
INTRO
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(BIG) Data…… What is going on?
Met Big data bezig?
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(BIG) Data…… What is going on?
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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(BIG) Data…… What is going on?
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BIG Data…… Hype, kans of bedreiging?
(BIG) Data…… What is going on?
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Some quotes:
• “….Bedrijven gaan er heel veel mee doen en aan verdienen….”
• “…..Voor een kennisland als Nederland geeft dit enorme mogelijkheden…”
• “…..Je kunt een bedrijf starten die de bestaande informatie gaat vergaren, je kunt een service starten die informatie bij elkaar verzamelt en beschikbaar maakt”
• “…..Je kunt technologie ontwikkelen die dit ondersteunt, of je kunt er diensten in verkopen, er zijn verschillende mogelijkheden om er heel snel iets mee te doen”…”
• “…..Ondernemers ruiken hun kansen met nieuwe diensten en nieuwe producten…”
(BIG) Data…… What is going on?
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What is BIG data?
(www.intel.com)
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VOLUME VARIETY VELOCITY VERACITY
4 times different: 4V
What is BIG data?
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What is BIG data?
VOLUME
“We’ve reached a tipping point in history: today more data is
being manufactured by machines, servers, and cell phones, than by people”
Michael E. Dricoll(CTO and co‐founder at Metamarkets)
“Today a street stall in Mumbai can access more information, maps, statistics, academic papers, price trends, futures markets, and data than a U.S. president could only a few
decades ago”
Juan Enriquez(founding director of the Life Sciences Project at HBS )
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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What is BIG data?
VOLUME
How data is changing the car game for Ford.
Generates up to 25 GB of data per hour.
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90%
Last 2 Ye
ars
BIG data
What is BIG data?
VOLUME
(McKinsey Global Institute, 2011)
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What is BIG data?
VARIETY
•Structured data•Unstructured data
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What is BIG data?
VELOCITY
Three aspects:•Speed of data creation•Speed of data processing•Speed of data analysis (delivery)
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What is BIG data?
•Single Version of the truth…..
VERACITY
•1 in 3 business leaders don’t trust the information they use to make decisions.
(http://www‐01.ibm.com/software/data/bigdata/)
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• Granular.• Unintentional (Expert‐based versus lay cultures). • Unmanageable.• Constant renewal/updating.
What is BIG data?
(Constantiou & Kallinikos, 2014)
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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What is BIG data?
BIG data is more than simply a matter of size: it is also about creating insights!
Discovering what you don’t know you don’t know……
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(Courtesy: Andrew McAfee)
New measurement tools give us new insights.Microscope marked a change in era (in an era of change) “GOLDEN AGE”
What is BIG data?
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Rene Penning de Vries (Boegbeeld ICT MinvEz)
Onze toekomst in 6Ds1. Digitized2. Demonetized3. Democratized4. Delocalized5. Deceptive6. Disruptive
Why BIG data?
7. Datafied
Additional D added:
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Moore’s Law
Imagine this will happen for a technology that is fundamental for businesses….
Why BIG data?
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Why BIG data?
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Erik Brynjolfsson & Andrew McAfee
Why BIG data?
Second Half of the Chessboard
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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In technology strategy, the second half of the chessboard is a phrase, coined by Ray Kurzweilin reference to the point where an exponentially growing factor begins to have a significant economic impact on an organization's overall business strategy.
(http://en.wikipedia.org/)
Andrew McAfee: When do we enter the second half of the chessboard?
1958 + 32 * 1,5 = 2006
US Bureau of Economic
Analysis starts tracking IT
Moore’s Law doubling period
Why BIG data?
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Why BIG data?
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Why BIG data?
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At some point a difference in degree becomes a difference in kind.
Why BIG data?
We leven niet in een tijdperk van veranderingenmaar in een verandering van tijdperken.
(Jan Rotmans)
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http://nl.wikipedia.org/wiki/Zonnestelsel#mediaviewer/File:Planets2013.jpg
Why BIG data?
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Why BIG data?
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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Not only data, but also:
•Internet as a Service
•Cloud Computing
•High Performance Computing
•Crowd Sourcing
Why BIG data?
•Powerful Software (Open Source!)
•High Performance Analytics
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Why BIG data?
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Why BIG data?
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Why BIG data?
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Why BIG data?
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Producten/Diensten
Markten
Bestaand
Nieuw
NieuwBestaand
Ontregelaar: wij of zij? Ontregelaar: wij of zij?
Ontregelaar: wij !!Ontregelaar: wij of zij?
Why BIG data?
The question is: To be disruptor or disrupted……
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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“We view big data and big data analytics as the mother lode of disruptive change in a networked business environment.”
(Baesens, Bapna, Marsden, Vanthienen, Zhao, 2014)
Why BIG data?
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Strategy making: New Games, New Rules!
Why BIG data?
(Constantiou & Kallinikos, 2014)
Nature of data and information
Standard Strategy Context Big data‐digital ecosystem
Relatively Homogeneous HeterogeneousStructured Unstructured or Semi‐structured
Purposeful, Theory‐driven Agnostic, Haphazard(“sorting in the way in”) (“sorting in the way out”)
Mono‐semiotic, Alphanumerical Trans‐semiotic (Text, Image, Sound)
Deductive, Top‐Down Inductive, Bottom‐Up
Long‐Term Horizon Short‐Term Horizon
Forecasting Nowcasting
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The use of big data to craft strategy and business models:
(source: Woerner & Wixom (2015))
IMPROVE the business model
INNOVATE the business model
• New Data• New Insights• New Actions
• Data Monetization• Digital Transformation
How can Big Data drive Business Model Innovation?
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The use of big data to craft strategy and business models:
(source: Woerner & Wixom (2015))
IMPROVE the business model : New Data
Markets
Manufacturer
Trade Partners
Data Aggregators
How can Big Data drive Business Model Innovation?
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The use of big data to craft strategy and business models:
DESCRIPTIVE
PREDICTIVE
PRESCRIPTIVE(how to achieve the best outcome?)
How can Big Data drive Business Model Innovation?
IMPROVE the business model : New Insights
(Davenport & Harris, 2006)©
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The use of big data to craft strategy and business models:
New Data + New Insights => New Actions
• Prescriptive
How can Big Data drive Business Model Innovation?
IMPROVE the business model : New Actions
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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The use of big data to craft strategy and business models:
(source: Woerner & Wixom (2015))
INNOVATE the business model
Data Monetization
Exchange of data based products and services for something of perceived value.
• Selling• Barter• Wrapping
Digital Transformation
Emergence of business ecosystems, coordinated networks of companies, devices, and consumers that create value.
Competition not defined by traditional industry offerings but by shared customers.
How can Big Data drive Business Model Innovation?
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Data Monetization & Digital Transformation: some examples.
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10 Top Apps For Eating Healthy(www.forbes.com)
Examples of data‐driven business innovation
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Examples of data‐driven business innovation
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Myfitnesspal.com
Examples of data‐driven business innovation
©All Rights Reserved 2016Myfitnesspal.com
Examples of data‐driven business innovation
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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http://nieuws.nl.softonic.com/gezondheid‐en‐fitness‐verkopen‐lifestyle‐apps‐jouw‐informatie
Data Monetization: selling.
Examples of data‐driven business innovation
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Data Monetization: selling (aggregator)
Examples of data‐driven business innovation
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(Source : nu.nl)
Data Monetization: barter
Examples of data‐driven business innovation
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Data Monetization: wrapping
Examples of data‐driven business innovation
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Digital Transformation: new ecosystem.
Examples of data‐driven business innovation
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(source: Woerner & Wixom (2015))
Digital Transformation: new ecosystem.
Retailer ‐> Insurances
Examples of data‐driven business innovation
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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Digital Transformation: new ecosystem.
Examples of data‐driven business innovation
Digital Twins
(Source: http://www.gereports.com/digital‐twin‐technology‐changed‐formula‐1‐online‐ads‐planes‐trains‐power‐next/)
http://www.libelium.com/smart_roads_wsn_smart_infrastructures/©
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Impact business model.
Data‐driven business innovation
(Source: http://www.businessmodelsinc.com/method/businessmodelexamples/)
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BIG data: Challenges, Risks
•Data Privacy and Ethics: BIG Dilemma’s!
•Data Obsession (“the dictatorship of data”)
•Data Quality: new paradigms?
•Skills: Data Scientists
•Energy
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Question: “What are we going to do with the ‘new thing’”, must be changed in: “How are we going to change the old idea”!
What must be taken out of our head and left behind?
Big data: Big Change….
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Big data: big change….
Journey……
Deceptive, Disruptive…..
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www.datasciencealkmaar.nl
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Presentatie Big Data: BIG challenge, BIG threat, BIG value or…. BIG hype?
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Data Science Alkmaar
Data Science Alkmaar is een kennis‐ en innovatiecentrum waar regionale organisaties, overheden en wetenschap samenkomen om de kansen die big data en data science bieden te benutten ten behoeve van economische groei en ontwikkeling in Noord‐Holland Noord (www.datasciencealkmaar.nl)
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Wat
Laagdrempelig Verbinden!
Hoe Effect
‘Door de interactie versterken onderzoek, onderwijs,
overheid en ondernemerschap elkaar en zo ontstaat er een sterke basis voor economische groei en ontwikkeling voor de
regio Noord‐Holland Noord.’
• Ondersteunt bedrijven en overheden (gezamenlijke projectagenda, ondersteuning datagedreven struring)
• Stimuleert regionale bedrijvigheid
• Creëert zo een ondernemende broedplaats
• Ontwikkelt, stimuleert en voegt kennis en talent samen
• Biedt zo een laagdrempelig platform voor verbinding
Resultaten
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Dank voor uw aandacht!