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BIG DATA TRENDS

July 25, 2015
David Feinleib
THE BIG DATA GROUP, LLC
 THEBIGDATAGROUP.COM

Copyright © 2012-2015 The Big Data Group, LLC.All Rights Reserved.
Actionable Insights From Big Data
My Background
! Managing Partner, The Big Data Group
! Author of Big Data Demystified and Big Data
Bootcamp
! Producer of The Big Data Landscape
! Serial entrepreneur with acquisitions by
Keynote, HP and EMC
! CEO & Founder, Content Analytics, a leader in
E-Commerce analytics
! General Partner, Mohr Davidow Ventures
! Group Program Manager, Microsoft
My Background
2
Actionable Insights From Big Data
Agenda
• Big Data Overview
• The Big Data Landscape
• Big Data Industry Transformation
• Case Studies
• Big Data Futures
3
Actionable Insights From Big Data
METADATA GROUPMETADATA GROUP
THE BIG DATA LANDSCAPE
Actionable Insights From Big Data
Vertical
Ad/Media
Operational Intelligence
Business
Intelligence
Analytics and
Visualization
Data As A Service
Technologies
dave@thebigdatagroup.comCopyright © 2012-2015 The Big Data Group, LLC bigdatalandscape.com
Analytics
Infrastructure
Operational As A Service Structured DB
Apps
Consumer
JULY 2015
Actionable Insights From Big Data
6
64%
of companies 

planned to fund a 

Big Data Project in 

2013 with more

than $1M
GOOD INTENTIONS:
[Gartner 2012]
85%
of the Fortune 500 

still won’t be able

to use Big Data for 

competitive 

advantage in 2015
REALITY:
[Gartner 2012]
35%
Shortfall in data-savvy
workers needed to make
sense out of 

big data by 2018
PEOPLE:
[McKinsey 2011]
Big Data Challenges + Opportunities
6
Actionable Insights 7
Source: http://www.cnbc.com/id/101618128
Actionable Insights From Big Data
WHAT IS BIG DATA?
8
Actionable Insights From Big Data
THEBIGDATAGROUP.COM
 9
Actionable Insights From Big Data 10
Actionable Insights From Big Data
+
Global Positioning System (GPS) Watch
11
Actionable Insights From Big Data
METADATA GROUPMETADATA GROUP
BIG DATA DEFINED
Actionable Insights From Big Data 12
Actionable Insights From Big Data
The ThreeV’s
• Volume: The amount of data
• Variety: Different types of data
• Velocity: Speed of processing the data
13
Actionable Insights From Big Data 14
Source: datasciencecentral.com
The ThreeV’s
Actionable Insights From Big Data
"Big data is data that exceeds the processing
capacity of conventional database systems. The
data is too big, moves too fast, or doesn’t fit the
strictures of your database architectures. To gain
value from this data, you must choose an
alternative way to process it.”
- Ed Dumbill, O’Reilly
15
Actionable Insights From Big Data
Data Is Growing at 40% Annually
16
Actionable Insights From Big Data
80% of Data Is Unstructured
17
Source: www.slashroot.in
Actionable Insights From Big Data 18
Actionable Insights From Big Data
Facebook
Users
In Millions
0
350
700
1050
1400
Aug-04 Feb-07 Jul-09 Jan-12 Jun-14
Sources: benphoster.com, statista.com, Facebook newsroom
19
Actionable Insights From Big Data
Big Data: By The Numbers
• Walmart handles 1M transactions per hour
• Google processes 24PB of data per day
• AT&T transfers 30PB of data per day
• 90 trillion emails are sent per year
• World of Warcraft uses 1.3PB of storage
20
Actionable Insights From Big Data
METADATA GROUPMETADATA GROUP
BIG DATA INDUSTRY TRANSFORMATION
Actionable Insights From Big Data 21
Actionable Insights From Big Data
Transformation of Retail
22
Sales
Data driven pricing and
recommendations

THEN... NOW...
Image: webdesignerdepot.com
Actionable Insights From Big Data
Transformation of Financial Services
THEN... NOW...
Manual
trading
Automated, high
frequency trading

23
Actionable Insights From Big Data
Chart: Zendesk
Transformation of Customer Service
THEN... NOW...
Unhappy
customers
Customer insight

24
Actionable Insights From Big Data
Transformation of Online Marketing
Company First Last Oppty Created
Acme Fred Langan $250K 6/08/12
BigCo Tom Jones $100K 6/17/12
DealCo Jan Sedor $50K 7/01/12
Stor Works Liza Grear $750K 7/14/12
RF Group Carl Tomer $47K 7/18/12
Leads
Marketing and Sales
Recommendations

THEN... NOW...
Campaign
Recommendations
25
Actionable Insights From Big Data
Transformation of Transportation
THEN... NOW...
You Drive You’re Driven
26
Actionable Insights From Big Data
Transformation of Cities
THEN... NOW...
Traditional
infrastructure
Smart meters,
smart transport,
data driven city design

27
Actionable Insights From Big Data
Transformation of Health + Fitness
THEN... NOW...
Manual
tracking
Goals +
measurement

Images:Azumio, DrChrono, Fitbit, Garmin, Nike
Walk 45 minutes
Smoothie
Lift weights 20 minutes
28
Actionable Insights From Big Data
Transformation of Education
THEN... NOW...
Linear learning
Adaptive learning

Images: Khan Academy,

Knewton, Michigan
29
Actionable Insights From Big Data
METADATA GROUPMETADATA GROUP
THE BIG DATA CYCLES
Actionable Insights From Big Data 30
Actionable Insights From Big Data
The Big Data Cycle
1) Consumer scale and
speed requirements have
introduced new
technologies that have
increased the efficiency of
using Big Data
2) This increased efficiency
is leading to adoption of Big
Data across a wide variety
of industries
3) This results in the
generation and
consumption of more
data
1
2
3
31
Actionable Insights From Big Data
Big Data Technology: Hadoop + MapReduce
32
Source: Apache Software Foundation
Actionable Insights From Big Data
Big Data: Shift From Technology To Information
20101990 INFORMATION
TECHNOLOGY
Commodity
Competitive
Advantage
Commodity
Competitive
Advantage
33
Actionable Insights From Big Data
METADATA GROUPMETADATA GROUP
VISUALIZATION: GIVING MEANING TO DATA
Actionable Insights From Big Data 34
Actionable Insights From Big Data
Visualization Futures
• Visualization makes Big Data accessible to a
much broader group of users
• Interactive visualizations will be expected
• Visualization will become the standard way
to interact with data
• The sharing nature of social media is
making it easier and more important than
ever to present data visually
35
Actionable Insights From Big Data 36
From Data To Insights
Hadoop + MapReduce
Visualization
Actionable Insights From Big Data 37
GeographicVisualization: Pizza Chains in US
Source: FlowingData
Actionable Insights From Big Data 38
GeographicVisualization: Sports Fans in US
Source: FlowingData
Actionable Insights From Big Data 39
Visualization Humor
Source: amba12.wordpress.com
Actionable Insights From Big Data
METADATA GROUPMETADATA GROUP
BUSINESS EXAMPLES
Actionable Insights From Big Data 40
Actionable Insights From Big Data 41
Connected Car
(Splunk)
Actionable Insights From Big Data
• OpenXC is Ford’s open hardware, open software
platform for getting real-time data from your vehicle

• You can think of OpenXC as an application
programming interface (API) for your car
42
The Platform
New eCommerce Product Launch
(New Relic)
Actionable Insights From Big Data 44
Campaign / Purchase Correlation
Telecom: Reducing Churn
Case Study
Actionable Insights From Big Data
46
➔ Network data
➔ Service data
➔ Subscriber data
BIG DATA SOURCES
400%
market growth expected in
the communications sector
for big data
technology.*
*ARI BANERJEE, HEAVY READING, JANUARY 2014
➔ Churn management
➔ Customer experience management
➔ Handset analysis
➔ Roaming management
➔ Revenue management
➔ Interconnect billing verification
➔ Content settlement assurance
BIG DATA USE CASES
Big Data For Telecommunications
46
Actionable Insights From Big Data
• Business Goal: Churn reduction
• Predict those most likely to churn & execute proactive retention campaign
• Analytic Technique: Behavioral analysis
• Identify correlations between demographics,

usage locations, call experience &

consumer behavior
• Big Data Sources: OSS & BSS
• Call Detail Record Data in Hadoop
• Subscriber Details stored in Database
Business Opportunity: Churn Reduction
47
Actionable Insights From Big Data
• Connected car: Platform approach
• Marketing analytics: Faster iterations
• Telecom: Identifying customers at risk for churn
48
Case Studies Summary
Actionable Insights From Big Data
METADATA GROUPMETADATA GROUP
BIG DATA 2025
Actionable Insights From Big Data 49
50
Web Browser Market Share
“Increased Accessibility has Created an Expectation that
Millennials Can Have Whatever They Want Whenever They Want It”
Sources: http://thenextweb.com/entrepreneur/2014/03/29/meet-millennials-consumers-change-marketing-landscape/2/
http://www.edelman.com/news/study-finds-millennial-generations-power-to-influence-is-increasing/

forbes.com
Millennials are the first generation
to grow up inherently digital
51
It took 19 years (1994-2013) for E-Comm Sales to Exceed $1T

But Only ThreeYears to Nearly Double That ($2T)
52
Web Browser Market Share
Next Generation of Sharing Economy
• eBay made trusting strangers
possible
• Amazon, Apple and Paypal
made it safe to do business
online
• Apple and Google provided
GPS and Internet phones to
make us reachable + findable
• Facebook makes it more likely
that people are who they say
they are
Now the next generation of the
sharing economy is being built
on top of those foundations
53
Web Browser Market Share
Big Data Innovation: Self-Driving Car
Actionable Insights From Big Data
• Small Data the New Big Data
• Internet of Things (IoT) — Connected World
• Self-Driving Car
• E-Commerce Efficiency
• Next Generation of Sharing Economy
54
Big Data 2025 — Driven by Consumer Demand
Actionable Insights From Big Data
METADATA GROUPMETADATA GROUP
FOR MANY COMPANIES,
THE BEST OF BIG DATA IS STILL AHEAD
Actionable Insights From Big Data 55
Actionable Insights From Big Data
Contact Information
56
David Feinleib

dave@thebigdatagroup.com


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Big Data Trends - WorldFuture 2015 Conference

  • 1. BIG DATA TRENDS
 July 25, 2015 David Feinleib THE BIG DATA GROUP, LLC
 THEBIGDATAGROUP.COM
 Copyright © 2012-2015 The Big Data Group, LLC.All Rights Reserved.
  • 2. Actionable Insights From Big Data My Background ! Managing Partner, The Big Data Group ! Author of Big Data Demystified and Big Data Bootcamp ! Producer of The Big Data Landscape ! Serial entrepreneur with acquisitions by Keynote, HP and EMC ! CEO & Founder, Content Analytics, a leader in E-Commerce analytics ! General Partner, Mohr Davidow Ventures ! Group Program Manager, Microsoft My Background 2
  • 3. Actionable Insights From Big Data Agenda • Big Data Overview • The Big Data Landscape • Big Data Industry Transformation • Case Studies • Big Data Futures 3
  • 4. Actionable Insights From Big Data METADATA GROUPMETADATA GROUP THE BIG DATA LANDSCAPE Actionable Insights From Big Data
  • 5. Vertical Ad/Media Operational Intelligence Business Intelligence Analytics and Visualization Data As A Service Technologies dave@thebigdatagroup.comCopyright © 2012-2015 The Big Data Group, LLC bigdatalandscape.com Analytics Infrastructure Operational As A Service Structured DB Apps Consumer JULY 2015
  • 6. Actionable Insights From Big Data 6 64% of companies 
 planned to fund a 
 Big Data Project in 
 2013 with more
 than $1M GOOD INTENTIONS: [Gartner 2012] 85% of the Fortune 500 
 still won’t be able
 to use Big Data for 
 competitive 
 advantage in 2015 REALITY: [Gartner 2012] 35% Shortfall in data-savvy workers needed to make sense out of 
 big data by 2018 PEOPLE: [McKinsey 2011] Big Data Challenges + Opportunities 6
  • 7. Actionable Insights 7 Source: http://www.cnbc.com/id/101618128
  • 8. Actionable Insights From Big Data WHAT IS BIG DATA? 8
  • 9. Actionable Insights From Big Data THEBIGDATAGROUP.COM
 9
  • 11. Actionable Insights From Big Data + Global Positioning System (GPS) Watch 11
  • 12. Actionable Insights From Big Data METADATA GROUPMETADATA GROUP BIG DATA DEFINED Actionable Insights From Big Data 12
  • 13. Actionable Insights From Big Data The ThreeV’s • Volume: The amount of data • Variety: Different types of data • Velocity: Speed of processing the data 13
  • 14. Actionable Insights From Big Data 14 Source: datasciencecentral.com The ThreeV’s
  • 15. Actionable Insights From Big Data "Big data is data that exceeds the processing capacity of conventional database systems. The data is too big, moves too fast, or doesn’t fit the strictures of your database architectures. To gain value from this data, you must choose an alternative way to process it.” - Ed Dumbill, O’Reilly 15
  • 16. Actionable Insights From Big Data Data Is Growing at 40% Annually 16
  • 17. Actionable Insights From Big Data 80% of Data Is Unstructured 17 Source: www.slashroot.in
  • 19. Actionable Insights From Big Data Facebook Users In Millions 0 350 700 1050 1400 Aug-04 Feb-07 Jul-09 Jan-12 Jun-14 Sources: benphoster.com, statista.com, Facebook newsroom 19
  • 20. Actionable Insights From Big Data Big Data: By The Numbers • Walmart handles 1M transactions per hour • Google processes 24PB of data per day • AT&T transfers 30PB of data per day • 90 trillion emails are sent per year • World of Warcraft uses 1.3PB of storage 20
  • 21. Actionable Insights From Big Data METADATA GROUPMETADATA GROUP BIG DATA INDUSTRY TRANSFORMATION Actionable Insights From Big Data 21
  • 22. Actionable Insights From Big Data Transformation of Retail 22 Sales Data driven pricing and recommendations
 THEN... NOW... Image: webdesignerdepot.com
  • 23. Actionable Insights From Big Data Transformation of Financial Services THEN... NOW... Manual trading Automated, high frequency trading
 23
  • 24. Actionable Insights From Big Data Chart: Zendesk Transformation of Customer Service THEN... NOW... Unhappy customers Customer insight
 24
  • 25. Actionable Insights From Big Data Transformation of Online Marketing Company First Last Oppty Created Acme Fred Langan $250K 6/08/12 BigCo Tom Jones $100K 6/17/12 DealCo Jan Sedor $50K 7/01/12 Stor Works Liza Grear $750K 7/14/12 RF Group Carl Tomer $47K 7/18/12 Leads Marketing and Sales Recommendations
 THEN... NOW... Campaign Recommendations 25
  • 26. Actionable Insights From Big Data Transformation of Transportation THEN... NOW... You Drive You’re Driven 26
  • 27. Actionable Insights From Big Data Transformation of Cities THEN... NOW... Traditional infrastructure Smart meters, smart transport, data driven city design
 27
  • 28. Actionable Insights From Big Data Transformation of Health + Fitness THEN... NOW... Manual tracking Goals + measurement
 Images:Azumio, DrChrono, Fitbit, Garmin, Nike Walk 45 minutes Smoothie Lift weights 20 minutes 28
  • 29. Actionable Insights From Big Data Transformation of Education THEN... NOW... Linear learning Adaptive learning
 Images: Khan Academy,
 Knewton, Michigan 29
  • 30. Actionable Insights From Big Data METADATA GROUPMETADATA GROUP THE BIG DATA CYCLES Actionable Insights From Big Data 30
  • 31. Actionable Insights From Big Data The Big Data Cycle 1) Consumer scale and speed requirements have introduced new technologies that have increased the efficiency of using Big Data 2) This increased efficiency is leading to adoption of Big Data across a wide variety of industries 3) This results in the generation and consumption of more data 1 2 3 31
  • 32. Actionable Insights From Big Data Big Data Technology: Hadoop + MapReduce 32 Source: Apache Software Foundation
  • 33. Actionable Insights From Big Data Big Data: Shift From Technology To Information 20101990 INFORMATION TECHNOLOGY Commodity Competitive Advantage Commodity Competitive Advantage 33
  • 34. Actionable Insights From Big Data METADATA GROUPMETADATA GROUP VISUALIZATION: GIVING MEANING TO DATA Actionable Insights From Big Data 34
  • 35. Actionable Insights From Big Data Visualization Futures • Visualization makes Big Data accessible to a much broader group of users • Interactive visualizations will be expected • Visualization will become the standard way to interact with data • The sharing nature of social media is making it easier and more important than ever to present data visually 35
  • 36. Actionable Insights From Big Data 36 From Data To Insights Hadoop + MapReduce Visualization
  • 37. Actionable Insights From Big Data 37 GeographicVisualization: Pizza Chains in US Source: FlowingData
  • 38. Actionable Insights From Big Data 38 GeographicVisualization: Sports Fans in US Source: FlowingData
  • 39. Actionable Insights From Big Data 39 Visualization Humor Source: amba12.wordpress.com
  • 40. Actionable Insights From Big Data METADATA GROUPMETADATA GROUP BUSINESS EXAMPLES Actionable Insights From Big Data 40
  • 41. Actionable Insights From Big Data 41 Connected Car (Splunk)
  • 42. Actionable Insights From Big Data • OpenXC is Ford’s open hardware, open software platform for getting real-time data from your vehicle
 • You can think of OpenXC as an application programming interface (API) for your car 42 The Platform
  • 43. New eCommerce Product Launch (New Relic)
  • 44. Actionable Insights From Big Data 44 Campaign / Purchase Correlation
  • 46. Actionable Insights From Big Data 46 ➔ Network data ➔ Service data ➔ Subscriber data BIG DATA SOURCES 400% market growth expected in the communications sector for big data technology.* *ARI BANERJEE, HEAVY READING, JANUARY 2014 ➔ Churn management ➔ Customer experience management ➔ Handset analysis ➔ Roaming management ➔ Revenue management ➔ Interconnect billing verification ➔ Content settlement assurance BIG DATA USE CASES Big Data For Telecommunications 46
  • 47. Actionable Insights From Big Data • Business Goal: Churn reduction • Predict those most likely to churn & execute proactive retention campaign • Analytic Technique: Behavioral analysis • Identify correlations between demographics,
 usage locations, call experience &
 consumer behavior • Big Data Sources: OSS & BSS • Call Detail Record Data in Hadoop • Subscriber Details stored in Database Business Opportunity: Churn Reduction 47
  • 48. Actionable Insights From Big Data • Connected car: Platform approach • Marketing analytics: Faster iterations • Telecom: Identifying customers at risk for churn 48 Case Studies Summary
  • 49. Actionable Insights From Big Data METADATA GROUPMETADATA GROUP BIG DATA 2025 Actionable Insights From Big Data 49
  • 50. 50 Web Browser Market Share “Increased Accessibility has Created an Expectation that Millennials Can Have Whatever They Want Whenever They Want It” Sources: http://thenextweb.com/entrepreneur/2014/03/29/meet-millennials-consumers-change-marketing-landscape/2/ http://www.edelman.com/news/study-finds-millennial-generations-power-to-influence-is-increasing/
 forbes.com Millennials are the first generation to grow up inherently digital
  • 51. 51 It took 19 years (1994-2013) for E-Comm Sales to Exceed $1T
 But Only ThreeYears to Nearly Double That ($2T)
  • 52. 52 Web Browser Market Share Next Generation of Sharing Economy • eBay made trusting strangers possible • Amazon, Apple and Paypal made it safe to do business online • Apple and Google provided GPS and Internet phones to make us reachable + findable • Facebook makes it more likely that people are who they say they are Now the next generation of the sharing economy is being built on top of those foundations
  • 53. 53 Web Browser Market Share Big Data Innovation: Self-Driving Car
  • 54. Actionable Insights From Big Data • Small Data the New Big Data • Internet of Things (IoT) — Connected World • Self-Driving Car • E-Commerce Efficiency • Next Generation of Sharing Economy 54 Big Data 2025 — Driven by Consumer Demand
  • 55. Actionable Insights From Big Data METADATA GROUPMETADATA GROUP FOR MANY COMPANIES, THE BEST OF BIG DATA IS STILL AHEAD Actionable Insights From Big Data 55
  • 56. Actionable Insights From Big Data Contact Information 56 David Feinleib
 dave@thebigdatagroup.com