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1
@aweigend
IBM Mexico 2014.06.11
2
Government
Individual
Business
3
Transforming Big Data…
… into Decisions
• 1970’s: Building Computers
• 1980’s: Connecting Computers
• 1990’s: Connecting Pages
• 2000’s: Connecting People
• 2010’s: Connecting Data
4
Today, in a single day,
we are creating more data
than mankind did
from its beginning
through 2000
5
...you had all the data in the world…
6
Imagine…
… what would you do
to delight your customers?
7
Questions
1. What is abundant?
2. What is scarce?
3. What are the constraints?
4. What is the bottleneck?
Data Insight
Know-
ledge
Wisdom
8
9
Last century:
Physical Interactions
This century:
Human Interactions
10
11
Stanford
Berkeley
Google
Facebook
SF Home
google.com/history
12
15,317
searches
Which data would you pay most for?
1. Geolocation:Where did he go?
2. Search history: What did he search for?
3. Purchase history:What did he buy?
4. Social graph:Who are his “friends"?
5. Demographics
13
Value of Data?
Value of Data
=
Impact on Decisions
14
Data Rules
1. Start with a question,
not with the data
2. Focus on decisions and actions,
design for feedback
15
16
O2O
17
18
Seattle
June 18
19
O2O: Mobile
• Identity: Proxy for person
• Context: Many sensors
 Easy for user to contribute
 Easy to reach user, but
high cost if inappropriate
The Journey of Amazon
What changed?
20
The Journey of Amazon
What changed?
• Algorithms  Data
• AI
• BI
• CI
• DI
21
What changed, what didn’t?
Changed
• Ask for forgiveness,
not for permission
• Customer-centricity
• Helping people make
better decisions
• Recommendations
Unchanged
• Algorithms  Data
• AI
• BI
• CI
• DI
22
Data Scientist
• Data literate
• Able to handle large data sets
• Understands domain and modeling
• Wants to communicate and collaborate
• Curious with “can-do” attitude
23
Goal: Help people make better decisions
Data Strategy: Make it trivially easy to
 Contribute
 Connect
 Collaborate
24
Amazon = Data Refinery
Customers who bought this item
25
also bought
26
amazon.co.uk
amazon.com
Amazon: Recommendations
1. Manual (Experts)
2. Implicit (Clicks, Searches)
3. Explicit (Reviews, Lists)
4. Situation (Local, Mobile)
5. Connections (Social graph)
27
An Experiment in Marketing
Amazon’s Share the Love
Amazon:The C’s of Marketing
• Content
• Context
• Connection
• Conversation
29
Markets are Conversations
Conversations are Markets
30
2000
2014
Company
Consumers
Where are the Conversations?
Data sources for marketing
a new phone product
Social Graph
(Who called whom?)
Segmentation
(Demographics, Loyalty)
Social GraphSegmentation
0.28%
Adoption
rate
1.35%
4.8x
Non-Social: Audience
Social: Connected Individual
34
Shift in Mindset
Fitness Function
• Also called the equation of business
• Expresses your beliefs, mission, values
• Needed for the of evaluation of experiments
35
Focus
• Audience
• Associate
• Basket
• Country
• Customer
• Household
• Lawyer
• Manufacturer
• Product
• Register
• Shelf
• Store
• Supplier
• Truck 36
Focus
• Audience
• Associate
• Basket
• Country
• Customer
• Household
• Lawyer
• Manufacturer
• Product
• Register
• Shelf
• Store
• Supplier
• Truck 37
Focus
• Audience
• Associate
• Basket
• Country
Customer
• Household
• Lawyer 38
= Connected Individual
Data Rule #3
1. Start with a question, not with the data
2. Focus on decisions and actions
3. Base your fitness function on metrics
that matter to your customers
39
Data Ecosystem
Create > > Consume
40
data.taobao.com
Refine
Distribute
Data Ecosystem
41
data.taobao.com
Users: 420 k
Price per day: 10 元 = USD 2
Revenues per year: 1.5 B 元 = USD 250 M
New Business Models
Share Economy “Access trumps possession”
 Airbnb,…
 Uber, Sidecar, Lyft,…
 Relayrides, Getaround,…
Innovation enabled by data
42
43
Getaround requires Facebook to login.
We use Facebook to ensure trust and safety to our community.
What is the Essence of Facebook?
1. Content creation
2. Content distribution and consumption
3. Identity management
44
“On the Internet, nobody knows you’re a dog”
1993
“On the Internet, everybody knows you’re a dog”
2014
Shift in Identity
Non-social: Attributes
Social: Relationships
47
• Trust is distributed (across the network)
• History is traceable (via blockchain)
 Digital title for your house
 Digital contracts, signatures…
Innovation enabled by data
48
Summary: Data Rules
1. Start with a question, not with the data
2. Focus on decisions and actions
3. Base your fitness function on metrics
that matter to your customers
4. Embrace transparency
49
Summary: Commerce
1. E-commerce: Digitize
 Focus on company and products
2. Me-commerce: Share
 Focus on customer and attributes
3. We-c0mmerce: Connect
 Focus on connections between individuals 51
Questions?
1. Do your customers understand the value they
get when they give you data?
2. Does your product or service get better over
time and with data (or worse)?
52
… 1984 – 1994 – 2004 – 2014 …
• How has data (connectivity, cloud, refineries)
changed you in the past years?
• How will data change you, your community,
your business, society in the next few years?
53
54
Government
Individual
Business
Thank you
55
@aweigend
+1 650 906-5906
andreas@weigend.com
weigend.com/files/speaking
youtube.com/socialdatarevolution
A Brief History of Privacy
1. No Privacy
Some inventions (Chimneys, Cities)
2. Privacy
More inventions (Facebook, Glass)
3. Illusion of Privacy
56
Framework for Privacy Decisions
57
Expected Unexpected
Good - ? ?
Bad - ? ?

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Transforming Big Data into Decisions -- keynote at IBM/s 2014 Big Data Day

Notas do Editor

  1. Bridging physical and digital
  2. Plumbing Consumer mindset
  3. Plumbing Consumer mindset
  4. Skeptical
  5. Again, turning costs into profits
  6. Again, turning costs into profits
  7. Again, turning costs into profits
  8. Human mind is bottleneck Collaborative consumption (PR)ODUCT
  9. Convers(at)ion
  10. Who of you owns (or has owned) a bitcoin? Concrete action, understand the trade-offs Bitcoin: Should get nobel prize in economics!
  11. Let people do what people are good at, and computers do what computers are good at Undergrads: answer questions Grads: ask questions not on analytics or reports
  12. What is a purchase? Product space awareness
  13. What is a purchase? Product space awareness
  14. What is Data? Social Data? Big Data? 30 yrs ago: what data? 1984: CERN Data guy     1994: China Inet (Does connecting pages work?) No mobile phones Planes perfectly well Foreigners different prices on seats from Chinese – fair?   Me: Kiat   2004: Jack Ma   (MOBILE) How has data changed you in the last few years? What do you do differently now based on data?
  15. Ok, it is an illusion. Then offer framework
  16. 2x2 matrix As a step to privacy