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Big Data and the BI Wild West:
             Don’t Bring an Elephant to a Gun Fight
                                         Michael Hiskey
                                   Head Product Evangelist
March 2013
Big Data and the BI Wild West
Are you Packin’   ?
Got mobile?

  200 million                          50%
 Employees bring their own    Companies BYOD orgs have
      device to work             had a security breach


          1/3                   Nearly half
 Have broken or would break   Of the workforce will be made
  corporate policy on BYOD      up of millennials by 2020
BI Wild West
Disruptor:




             Data ?
Disruptor: Social Media & Sentiment
Characteristics of Big Data

 What?
 New value comes from your existing data




Respondents were asked to choose up to two descriptions about how their organizations view big data from the choices above. Choices
have been abbreviated, and selections have been normalized to equal 100%. n=1144
Source: IBM Institute for Business Value/Said Business School Survey
What has changed?
     More
connected-users?




                   More-connected
                       users?
How are you really judged?




                   • Fast?
                   • Consistent?
                   • All users?
Case Study #1
Deep Dive Analytics on Big Media Data - monetize
data and gain customer insight




                                                                                     TRA/Virgin Confidential   | 13
               TRA Confidential   Copyright 2012 TiVo Research and Analytics, Inc.                 13
Demographics don’t buy products




                            TRA/Virgin Confidential   | 14
TV’s $70 Billion (US) =
Advertising Challenge
  Diffused audiences:
    Over 100 Channels access in average home
    Broadcast Network Rating -8% vs Y-Y
                                               Reach
  Clutter & Consumer Control:
    >5000 brands on TV                                       Cost
  Fickle Consumers watching on more screens
    +14.7% Watching Timeshifted TV
    +5.9% Watching Video on Internet




     DIMINISHING EFFECT OF ADVERTISING
                                                   TRA/Virgin Confidential   | 15
TRA adds the missing element in the TV buying
and selling system: Consumer Purchase Behavior




                                     TRA/Virgin Confidential   | 16
TiVo – TRA Clients




                     ROI + 25%

  improved ROI 81%




                          TRA/Virgin Confidential   | 17
The Technical Challenge

 Tens of Billions of interactions/events

 Few opportunities for summarization (demographics,
 purchaser targets)

 Needed reports to run fast (competitors too slow)

 Performance had to be predictable

 New data sources being added

 Cost: Hardware & Personnel

                                                TRA/Virgin Confidential   | 18
Kognitio powers the TRA advantage

 Analytics on tens of billions of events in
 seconds with
 NO DBA
 Massive cross-correlation of data
 25 data sources and counting
 Continuous growth and innovation
 Partnership from Kognitio Analytics Center of
 Excellence
 Bringing big data into context for media
 analytics


                                                 TRA/Virgin Confidential   | 19
Case Study # 2

      LOYALTY
     ANALYTICS
REVOLUTION IN RETAILING HAS CHANGED
THE RELATIONSHIP WITH THE CUSTOMER




          DATA IS THE NEW OIL
           Data is the raw material of the modern service economy.
           To remain competitive, companies need to:
            • Extract data from their operations
            • Refine data into insight
            • Deliver the insight to where it matters
RETAILERS EMBRACE SHOPPER CENTRIC RETAILING

                             SHOPPER
                          SEGMENTATION &
                             STRATEGY




                                               SHAPE THE
          LEVERAGE                               STORE
        YOUR SUPPLIERS                        EXPERIENCE


                          SHOPPER DATA

                             SHOPPER
                              INSIGHT


                                            SHAPE THE
              MANAGE
                                            PERSONAL
             YOUR MEDIA
                                           EXPERIENCE
PROFILING & CROSS SHOPPING
• Focus on key customers
• Provide broad product offer
for all customer segments
• Profile customers based on
geography, lifestage, and
other segments




                                • Where to place
                                product in store
                                • What to group
                                into multi-buy
                                promotions
PRODUCT ASSOCIATION & REPEAT PRUCHASE


                            • Build bespoke
                            segmentations
                            based on product




• Determine
product loyalty by
customer groups
• Who are the
biggest spenders
AIMIA SELF-SERVE IN ACTION
Data Volumes – 100% of transactional data
over 2 years
Granular – lowest level data for maximum
flexibility of query
Fast – more than 50 times faster than
competitors (average run time of 1 ½ minutes)
Actionable – for business users, not just
analysts, with an easy to use front-end
Scalable – Can handle 100s of reports per hour
with an architecture that supports easy growth
Where it matters
EDW says no or not now!
…and CFO says no big upgrades
And then came…
Conclusion
             Hadoop just too
                 slow for
              interactive BI!
             “while hadoop shines as a processing
              platform, it is painfully slow as a query tool”


                            …loss of train-
                             of-thought
© 20th Century Fox
Hadoop is…

Lots of these
Hadoop inherently disk oriented



Not so many of these
Typically low ratio of CPU to Disk
Pragmatism: Cubes?
 …plenty of caching, limit drill
anywhere and add OLAP Cubes
Larger cubes ?
Issues: Time to Populate, Proliferation
Alternative - In-memory Processing


  Analyticsdo the work!
    Cores requires CPU,
  RAM keeps the data close
    Scale with the data
Happy Trails..

• Embrace LDW
• See Gartner Research Notes on LDW
   – Merv Adrian, Roxane Edjlali, Mark Beyer, etc.

• THINK about how TODAY’s BIG DATA will *just*
  be tomorrow’s “data”
• How can an analytical platform change the way
  you look at Big Data Analytics today?
• Bring the data close to ADVANCED ANALYTICS
      (differentiate )
   – ANNOUCNING – Mssively Parallel R
• Build these concepts into your IT plans
connect
                                   NA: +1 855 KOGNITIO
www.kognitio.com                   EMEA: +44 1344 300 770

linkedin.com/companies/kognitio    twitter.com/kognitio

tinyurl.com/kognitio               youtube.com/kognitio

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Big data and the bi wild west kognitio hiskey mar 2013

  • 1. Big Data and the BI Wild West: Don’t Bring an Elephant to a Gun Fight Michael Hiskey Head Product Evangelist March 2013
  • 2. Big Data and the BI Wild West
  • 4.
  • 5. Got mobile? 200 million 50% Employees bring their own Companies BYOD orgs have device to work had a security breach 1/3 Nearly half Have broken or would break Of the workforce will be made corporate policy on BYOD up of millennials by 2020
  • 7. Disruptor: Data ?
  • 9. Characteristics of Big Data What? New value comes from your existing data Respondents were asked to choose up to two descriptions about how their organizations view big data from the choices above. Choices have been abbreviated, and selections have been normalized to equal 100%. n=1144 Source: IBM Institute for Business Value/Said Business School Survey
  • 10. What has changed? More connected-users? More-connected users?
  • 11. How are you really judged? • Fast? • Consistent? • All users?
  • 12.
  • 13. Case Study #1 Deep Dive Analytics on Big Media Data - monetize data and gain customer insight TRA/Virgin Confidential | 13 TRA Confidential Copyright 2012 TiVo Research and Analytics, Inc. 13
  • 14. Demographics don’t buy products TRA/Virgin Confidential | 14
  • 15. TV’s $70 Billion (US) = Advertising Challenge Diffused audiences: Over 100 Channels access in average home Broadcast Network Rating -8% vs Y-Y Reach Clutter & Consumer Control: >5000 brands on TV Cost Fickle Consumers watching on more screens +14.7% Watching Timeshifted TV +5.9% Watching Video on Internet DIMINISHING EFFECT OF ADVERTISING TRA/Virgin Confidential | 15
  • 16. TRA adds the missing element in the TV buying and selling system: Consumer Purchase Behavior TRA/Virgin Confidential | 16
  • 17. TiVo – TRA Clients ROI + 25% improved ROI 81% TRA/Virgin Confidential | 17
  • 18. The Technical Challenge Tens of Billions of interactions/events Few opportunities for summarization (demographics, purchaser targets) Needed reports to run fast (competitors too slow) Performance had to be predictable New data sources being added Cost: Hardware & Personnel TRA/Virgin Confidential | 18
  • 19. Kognitio powers the TRA advantage Analytics on tens of billions of events in seconds with NO DBA Massive cross-correlation of data 25 data sources and counting Continuous growth and innovation Partnership from Kognitio Analytics Center of Excellence Bringing big data into context for media analytics TRA/Virgin Confidential | 19
  • 20. Case Study # 2 LOYALTY ANALYTICS
  • 21. REVOLUTION IN RETAILING HAS CHANGED THE RELATIONSHIP WITH THE CUSTOMER DATA IS THE NEW OIL Data is the raw material of the modern service economy. To remain competitive, companies need to: • Extract data from their operations • Refine data into insight • Deliver the insight to where it matters
  • 22. RETAILERS EMBRACE SHOPPER CENTRIC RETAILING SHOPPER SEGMENTATION & STRATEGY SHAPE THE LEVERAGE STORE YOUR SUPPLIERS EXPERIENCE SHOPPER DATA SHOPPER INSIGHT SHAPE THE MANAGE PERSONAL YOUR MEDIA EXPERIENCE
  • 23. PROFILING & CROSS SHOPPING • Focus on key customers • Provide broad product offer for all customer segments • Profile customers based on geography, lifestage, and other segments • Where to place product in store • What to group into multi-buy promotions
  • 24. PRODUCT ASSOCIATION & REPEAT PRUCHASE • Build bespoke segmentations based on product • Determine product loyalty by customer groups • Who are the biggest spenders
  • 25. AIMIA SELF-SERVE IN ACTION Data Volumes – 100% of transactional data over 2 years Granular – lowest level data for maximum flexibility of query Fast – more than 50 times faster than competitors (average run time of 1 ½ minutes) Actionable – for business users, not just analysts, with an easy to use front-end Scalable – Can handle 100s of reports per hour with an architecture that supports easy growth
  • 27. EDW says no or not now! …and CFO says no big upgrades
  • 29. Conclusion Hadoop just too slow for interactive BI! “while hadoop shines as a processing platform, it is painfully slow as a query tool” …loss of train- of-thought
  • 31. Hadoop is… Lots of these Hadoop inherently disk oriented Not so many of these Typically low ratio of CPU to Disk
  • 32. Pragmatism: Cubes? …plenty of caching, limit drill anywhere and add OLAP Cubes
  • 33. Larger cubes ? Issues: Time to Populate, Proliferation
  • 34. Alternative - In-memory Processing Analyticsdo the work! Cores requires CPU, RAM keeps the data close Scale with the data
  • 35.
  • 36. Happy Trails.. • Embrace LDW • See Gartner Research Notes on LDW – Merv Adrian, Roxane Edjlali, Mark Beyer, etc. • THINK about how TODAY’s BIG DATA will *just* be tomorrow’s “data” • How can an analytical platform change the way you look at Big Data Analytics today? • Bring the data close to ADVANCED ANALYTICS (differentiate ) – ANNOUCNING – Mssively Parallel R • Build these concepts into your IT plans
  • 37. connect NA: +1 855 KOGNITIO www.kognitio.com EMEA: +44 1344 300 770 linkedin.com/companies/kognitio twitter.com/kognitio tinyurl.com/kognitio youtube.com/kognitio