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Jim Spohrer (IBM)
Singularity University – NASA Research Park, Mountain View, CA
Friday July 8, 2016
http://www.slideshare.net/spohrer/cognitive-startups-20160708-v6
7/8/2016 1
Startup Opportunities for Cognitive Systems
$5M Prize
7/8/2016
© IBM UPWard 2016
2
7/8/2016
© IBM UPWard 2016
3
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
4
I have…
Have you noticed how the building
blocks just keep getting better?
7/8/2016 © IBM Upaward 2016 5
IBM Cloud Bluemix:
Watson APIs are growing…
7/8/2016
© IBM UPWard 2016
6
So far (June 2016), 100,000 faculty and students globally given access
Societal Grand Challenges
7/8/2016
© IBM UPWard 2016
7
Solving these would mean we are smarter,
but would they mean we are wiser?
7/8/2016
© IBM UPWard 2016
8
IBM Research – Almaden
San Jose, CA USA
7/8/2016
© IBM UPWard 2016
9
IBM in Silicon Valley:
From Punch Cards….
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
10
On August 22, 1943, 105 men, women and children,
among them 43 IBM employees, alighted from a special
train that carried them across the continent to establish
new homes and the new IBM Card Manufacturing Plant
Number 5 at 16th and St. John Streets, San Jose, CA.
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
11
IBM in Silicon Valley:
To Brain Chips….
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
12
IBM Research, Patents, Data, Cognitive
7/8/2016
© IBM UPWard 2016
13
Machine
Learning
Natural
Language
Processing
High
Performance
Computing
Knowledge
Representation
and Reasoning
Question
Answering
Unstructured
Information
IBM Cloud Bluemix:
Watson APIs are growing…
7/8/2016
© IBM UPWard 2016
15
So far (June 2016), 100,000 faculty and students globally given access
16
Cognitive Build
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
17
I have…
Have you noticed how the building
blocks just keep getting better?
Learning to program:
My first program
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
18
Early Computer Science Class:
Watson Center at Columbia 1945
Jim Spohrer’s
First Program 1972
7/8/2016
© IBM UPWard 2016
19
Fast Forward 2016:
Consider this…
Microsoft CaptionBot June 19, 2016
7/8/2016
© IBM UPWard 2016
20
Microsoft CaptionBot June 20, 2016
7/8/2016
© IBM UPWard 2016
21
IBM Image Tagging
7/8/2016
© IBM UPWard 2016
22
Courses
2015
– “How to build a cognitive system for Q&A task.”
– 9 months to 40% question answering accuracy
– 1-2 years for 90% accuracy, which questions to reject
2025
– “How to use a cognitive system to be a better professional X.”
– Tools to build a student level Q&A from textbook in 1 week
2035
– “How to use your cognitive mediator to build a startup.”
– Tools to build faculty level Q&A for textbook in one day
– Cognitive mediator knows a person better than they know themselves
2055
– “How to manage your workforce of digital workers.”
– Most people have 100 digital workers.
7/8/2016 23
7/8/2016 24
1955 1975 1995 2015 2035 2055
Can better service help us be wiser?
Cognitive Mediator (2035): Tool, Assistant, Collaborator, Coach
What exists in 2016?
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
25
360,000 100,000 120,000 60,000 150,000
Reality 2.0 Service Platform:
polite cognitive mediators (CM1,CM2)
do not interrupt people (P1,P2)
7/8/2016
© IBM UPWard 2016
26
Service Platform
CM2
P2
CM1
P1
100x
100x 100x
By 2035, T-Shaped Makers with great
Building Blocks and Cognitive Mediators
7/8/2016 27
Empathy & Teamwork
sector
region/culture
discipline
Depth
Breadth
STEM
Liberal Arts
7/8/2016
© IBM UPWard 2016
28
7/8/2016
© IBM UPWard 2016
29
What might Reality 2.0 look like?
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
30
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
31
How fast is Reality 2.0 approaching?
7/8/2016 32
What might it look like?
Computing: Then, Now, Projected
7/8/2016 33
2035
2055
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
34
Wise Service System:
All entities’ in network
use cognitive mediators
to enhance
value co-creation interactions
Cognitive Mediators:
Cognitive systems
with deep knowledge of both
customer (user) and provider (expert)
as co-creators of win-win value
Entity augmentation boosts both creativity and productivity of interactions
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
35
Cognitive Mediators
for all people in all roles
Occupations = Many Tasks
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
36
Watson Discovery Advisor
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
37
Simonite, T. 2014. Software Mines Science Papers to Make New Discoveries. MIT. November 25, 2014.
URL: http://m.technologyreview.com/news/520461/software-mines-science-papers-to-make-new-discoveries/
User Models
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
38
“The best way to predict the future is to inspire the
next generation of students to build it better”
Digital Natives Transportation Water Manufacturing
Energy Construction ICT Retail
Finance Healthcare Education Government
Two assertions
• Machines seem to be getting smarter fast.
– Agree/disagree?
• People do not seem to be getting wiser fast.
– Agree/disagree?
7/8/2016
© IBM UPWard 2016
40
Homo Sapiens means Wise Man: True/False?
IBM Cloud Bluemix:
Watson APIs are growing…
7/8/2016
© IBM UPWard 2016
41
So far (June 2016), 100,000 faculty and students globally given access
What is Industry 4.0?
7/8/2016
© IBM UPWard 2016
42
History of the idea: Mirror Worlds
7/8/2016
© IBM UPWard 2016
43
7/8/2016
© IBM UPWard 2016
44
Why is this relevant?
I am still very skeptical…
but tell me more….
7/8/2016
© IBM UPWard 2016
45
7/8/2016
© IBM UPWard 2016
46
Managers: Courage Required….
7/8/2016
© IBM UPWard 2016
47
Talent required, but…
7/8/2016
© IBM UPWard 2016
48
Industry 4.0
7/8/2016
© IBM UPWard 2016
49
CyberPhysical Systems?
7/8/2016
© IBM UPWard 2016
50
Industry 4.0
7/8/2016
© IBM UPWard 2016
51
7/8/2016
© IBM UPWard 2016
52
7/8/2016
© IBM UPWard 2016
53
Yesterday: Servitization
• Rolls Royce: “Power By The Hour”
Tomorrow: Servitization
• Start with any traditional product that is sold to customers
• Make the product part of a smart/wise service system
– Instrument it (sensors) – Internet of Things/Everything
– Set-up an intelligent operation center to monitor all products’
performance across their life-cycles
– Use big data analytics to determine how to improve product
performance, efficiency, maintenance, etc.
– Offer customer the “product-performance-as-a-service” with
financing/Internet of Service
– Customer benefits from cost-savings, predictability
– Provider benefits margin-improvements, predictability
• Every product becomes a platform technology (a vehicle for
service innovation) for innovative university startups
Vision: MMaaRRSS
• Modular Manufacturing as a Regional
Recirculation Service System
– “I am the stuff that will be made into product X for
customer Y.”
– Stuff = Material, Energy, and Information Flows
– Minimize transport costs (for products and waste)
• The Vision: Circular Economy (~4 minutes)
In Summary
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
57
“A service science
perspective considers
the evolving ecology of
service system entities,
their value co-creation and
capability co-elevation
interactions, and their
capabilities, constraints,
rights, and responsibilities.”
Cognitive Systems
Entities
Service
Systems
Entities With
Cognitive
Mediators
Add Rights &
Responsibilities
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
58
Explain external
phenomena
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
59
Explain internal
phenomena
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
60
Explain
value co-creation
phenomena
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
61
Physics Chemistry Biology
Neuroscience Psychology Artificial
Intelligence
Engineering Management Public
Policy
Education Design Humanities
Natural Systems
Cognitive Systems
Service Systems
Sciences provide…
• Frameworks for people to ask and answer
questions systematically
• Explanations with instructions on “how to re-do”
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
62
Kline: Conceptual Foundation of Multidisciplinary Thinking -
“To our children and children’s children,
to whom we elders owe an explanation of the world
that is understandable, realistic, forward-looking, and whole.”
Proenneke:
Alone in the Wilderness -
To do a thorough testing,
should each generation
be required to rapidly rebuild
from scratch?
A re-makers movement?
Some paths to becoming 64x smarter:
Improving learning and performance
• 2x from Learning sciences (methods)
– Better models of concepts
– Better models of learners
• 2x from Learning technology (tools)
– Guided learning paths
– Elimination of “thrashing”
• 2x from Quantity effect (overlaps)
– More you know, faster you go
– Advanced organizers
• 2x from Lifelong learning (time)
– Longer lives and longer careers
– Keeps “learning-mode” activated
• 2x from Early learning (time)
– Start earlier: Challenged-based approach
– STEM-2D in K-12 (SSME+DAPP Design of Smart Service Systems)
• 2x from Cognitive systems (performance support)
– Technology & Infrastructure Interactions
– Organizations & Others Interactions
Next Generation:
Future-Ready T-Shaped Adaptive Innovators
Many disciplines
Many sectors
Many regions/cultures
(understanding & communications)
Deepinonesector
Deepinoneregion/culture
Deepinonediscipline
Future-Ready T-Shapes
7/8/2016
© IBM UPWard 2016
65
Brief History
of AI
1956 – Dartmouth Conference
1956 – 1981 Micro-Worlds
1981 – Japanese 5th Generation
1988 – Expert Systems Peak
1990 – AI Winter
1997 – Deep Blue
1997 – 2011 Real-World
2011 – Jeopardy! & SIRI
2013 – Cognitive Systems Institute
2014 – Watson Business Unit &
True North Brain Chip
2015 – “Cognition as a Service”
on IBM Bluemix
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
66
Cognitive Assistants for all occupations
are beginning to appear
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
67
The Maker Movement &
Open Source Ecology
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
68
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
69
Future of Skills
T-Shaped “Future Ready” Talent
7/8/2016
© IBM UPWard 2016
70
7/8/2016
© IBM UPWard 2016
71
CSIG
Assisting individuals and organizations
to close their service innovation skills gap
and co-create wiser service systems
empowering employees, customers, citizens
with cognitive mediators
in the collaborative service economy
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
73
Dedication: Doug Engelbart
Father of the mouse and
augmentation theory
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
74
7/8/2016 75
1955 1975 1995 2015 2035 2055
Can better service help us be wiser?
Cognitive Mediator (2035): Tool, Assistant, Collaborator, Coach
But this stuff is still really hard…
7/8/2016
© IBM UPWard 2016
76
“The best way to predict the future is to inspire the
next generation of students to build it better”
Digital Natives Transportation Water Manufacturing
Energy Construction ICT Retail
Finance Healthcare Education Government
7/8/2016
© IBM 2015, IBM Upward University
Programs Worldwide accelerating regional
development
78

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Cognitive startups 20160708 v7

  • 1. Jim Spohrer (IBM) Singularity University – NASA Research Park, Mountain View, CA Friday July 8, 2016 http://www.slideshare.net/spohrer/cognitive-startups-20160708-v6 7/8/2016 1 Startup Opportunities for Cognitive Systems
  • 4. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 4 I have… Have you noticed how the building blocks just keep getting better?
  • 5. 7/8/2016 © IBM Upaward 2016 5
  • 6. IBM Cloud Bluemix: Watson APIs are growing… 7/8/2016 © IBM UPWard 2016 6 So far (June 2016), 100,000 faculty and students globally given access
  • 7. Societal Grand Challenges 7/8/2016 © IBM UPWard 2016 7 Solving these would mean we are smarter, but would they mean we are wiser?
  • 9. IBM Research – Almaden San Jose, CA USA 7/8/2016 © IBM UPWard 2016 9
  • 10. IBM in Silicon Valley: From Punch Cards…. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 10 On August 22, 1943, 105 men, women and children, among them 43 IBM employees, alighted from a special train that carried them across the continent to establish new homes and the new IBM Card Manufacturing Plant Number 5 at 16th and St. John Streets, San Jose, CA.
  • 11. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 11
  • 12. IBM in Silicon Valley: To Brain Chips…. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 12
  • 13. IBM Research, Patents, Data, Cognitive 7/8/2016 © IBM UPWard 2016 13
  • 15. IBM Cloud Bluemix: Watson APIs are growing… 7/8/2016 © IBM UPWard 2016 15 So far (June 2016), 100,000 faculty and students globally given access
  • 17. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 17 I have… Have you noticed how the building blocks just keep getting better?
  • 18. Learning to program: My first program 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 18 Early Computer Science Class: Watson Center at Columbia 1945 Jim Spohrer’s First Program 1972
  • 19. 7/8/2016 © IBM UPWard 2016 19 Fast Forward 2016: Consider this…
  • 20. Microsoft CaptionBot June 19, 2016 7/8/2016 © IBM UPWard 2016 20
  • 21. Microsoft CaptionBot June 20, 2016 7/8/2016 © IBM UPWard 2016 21
  • 22. IBM Image Tagging 7/8/2016 © IBM UPWard 2016 22
  • 23. Courses 2015 – “How to build a cognitive system for Q&A task.” – 9 months to 40% question answering accuracy – 1-2 years for 90% accuracy, which questions to reject 2025 – “How to use a cognitive system to be a better professional X.” – Tools to build a student level Q&A from textbook in 1 week 2035 – “How to use your cognitive mediator to build a startup.” – Tools to build faculty level Q&A for textbook in one day – Cognitive mediator knows a person better than they know themselves 2055 – “How to manage your workforce of digital workers.” – Most people have 100 digital workers. 7/8/2016 23
  • 24. 7/8/2016 24 1955 1975 1995 2015 2035 2055 Can better service help us be wiser? Cognitive Mediator (2035): Tool, Assistant, Collaborator, Coach
  • 25. What exists in 2016? 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 25 360,000 100,000 120,000 60,000 150,000
  • 26. Reality 2.0 Service Platform: polite cognitive mediators (CM1,CM2) do not interrupt people (P1,P2) 7/8/2016 © IBM UPWard 2016 26 Service Platform CM2 P2 CM1 P1 100x 100x 100x
  • 27. By 2035, T-Shaped Makers with great Building Blocks and Cognitive Mediators 7/8/2016 27 Empathy & Teamwork sector region/culture discipline Depth Breadth STEM Liberal Arts
  • 29. 7/8/2016 © IBM UPWard 2016 29 What might Reality 2.0 look like?
  • 30. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 30
  • 31. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 31
  • 32. How fast is Reality 2.0 approaching? 7/8/2016 32 What might it look like?
  • 33. Computing: Then, Now, Projected 7/8/2016 33 2035 2055
  • 34. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 34 Wise Service System: All entities’ in network use cognitive mediators to enhance value co-creation interactions Cognitive Mediators: Cognitive systems with deep knowledge of both customer (user) and provider (expert) as co-creators of win-win value Entity augmentation boosts both creativity and productivity of interactions
  • 35. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 35 Cognitive Mediators for all people in all roles
  • 36. Occupations = Many Tasks 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 36
  • 37. Watson Discovery Advisor 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 37 Simonite, T. 2014. Software Mines Science Papers to Make New Discoveries. MIT. November 25, 2014. URL: http://m.technologyreview.com/news/520461/software-mines-science-papers-to-make-new-discoveries/
  • 38. User Models 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 38
  • 39. “The best way to predict the future is to inspire the next generation of students to build it better” Digital Natives Transportation Water Manufacturing Energy Construction ICT Retail Finance Healthcare Education Government
  • 40. Two assertions • Machines seem to be getting smarter fast. – Agree/disagree? • People do not seem to be getting wiser fast. – Agree/disagree? 7/8/2016 © IBM UPWard 2016 40 Homo Sapiens means Wise Man: True/False?
  • 41. IBM Cloud Bluemix: Watson APIs are growing… 7/8/2016 © IBM UPWard 2016 41 So far (June 2016), 100,000 faculty and students globally given access
  • 42. What is Industry 4.0? 7/8/2016 © IBM UPWard 2016 42
  • 43. History of the idea: Mirror Worlds 7/8/2016 © IBM UPWard 2016 43
  • 44. 7/8/2016 © IBM UPWard 2016 44 Why is this relevant?
  • 45. I am still very skeptical… but tell me more…. 7/8/2016 © IBM UPWard 2016 45
  • 54. Yesterday: Servitization • Rolls Royce: “Power By The Hour”
  • 55. Tomorrow: Servitization • Start with any traditional product that is sold to customers • Make the product part of a smart/wise service system – Instrument it (sensors) – Internet of Things/Everything – Set-up an intelligent operation center to monitor all products’ performance across their life-cycles – Use big data analytics to determine how to improve product performance, efficiency, maintenance, etc. – Offer customer the “product-performance-as-a-service” with financing/Internet of Service – Customer benefits from cost-savings, predictability – Provider benefits margin-improvements, predictability • Every product becomes a platform technology (a vehicle for service innovation) for innovative university startups
  • 56. Vision: MMaaRRSS • Modular Manufacturing as a Regional Recirculation Service System – “I am the stuff that will be made into product X for customer Y.” – Stuff = Material, Energy, and Information Flows – Minimize transport costs (for products and waste) • The Vision: Circular Economy (~4 minutes)
  • 57. In Summary 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 57 “A service science perspective considers the evolving ecology of service system entities, their value co-creation and capability co-elevation interactions, and their capabilities, constraints, rights, and responsibilities.” Cognitive Systems Entities Service Systems Entities With Cognitive Mediators Add Rights & Responsibilities
  • 58. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 58 Explain external phenomena
  • 59. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 59 Explain internal phenomena
  • 60. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 60 Explain value co-creation phenomena
  • 61. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 61 Physics Chemistry Biology Neuroscience Psychology Artificial Intelligence Engineering Management Public Policy Education Design Humanities Natural Systems Cognitive Systems Service Systems
  • 62. Sciences provide… • Frameworks for people to ask and answer questions systematically • Explanations with instructions on “how to re-do” 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 62 Kline: Conceptual Foundation of Multidisciplinary Thinking - “To our children and children’s children, to whom we elders owe an explanation of the world that is understandable, realistic, forward-looking, and whole.” Proenneke: Alone in the Wilderness - To do a thorough testing, should each generation be required to rapidly rebuild from scratch? A re-makers movement?
  • 63. Some paths to becoming 64x smarter: Improving learning and performance • 2x from Learning sciences (methods) – Better models of concepts – Better models of learners • 2x from Learning technology (tools) – Guided learning paths – Elimination of “thrashing” • 2x from Quantity effect (overlaps) – More you know, faster you go – Advanced organizers • 2x from Lifelong learning (time) – Longer lives and longer careers – Keeps “learning-mode” activated • 2x from Early learning (time) – Start earlier: Challenged-based approach – STEM-2D in K-12 (SSME+DAPP Design of Smart Service Systems) • 2x from Cognitive systems (performance support) – Technology & Infrastructure Interactions – Organizations & Others Interactions
  • 64. Next Generation: Future-Ready T-Shaped Adaptive Innovators Many disciplines Many sectors Many regions/cultures (understanding & communications) Deepinonesector Deepinoneregion/culture Deepinonediscipline
  • 66. Brief History of AI 1956 – Dartmouth Conference 1956 – 1981 Micro-Worlds 1981 – Japanese 5th Generation 1988 – Expert Systems Peak 1990 – AI Winter 1997 – Deep Blue 1997 – 2011 Real-World 2011 – Jeopardy! & SIRI 2013 – Cognitive Systems Institute 2014 – Watson Business Unit & True North Brain Chip 2015 – “Cognition as a Service” on IBM Bluemix 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 66
  • 67. Cognitive Assistants for all occupations are beginning to appear 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 67
  • 68. The Maker Movement & Open Source Ecology 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 68
  • 69. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 69 Future of Skills
  • 70. T-Shaped “Future Ready” Talent 7/8/2016 © IBM UPWard 2016 70
  • 71. 7/8/2016 © IBM UPWard 2016 71 CSIG
  • 72. Assisting individuals and organizations to close their service innovation skills gap and co-create wiser service systems empowering employees, customers, citizens with cognitive mediators in the collaborative service economy
  • 73. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 73
  • 74. Dedication: Doug Engelbart Father of the mouse and augmentation theory 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 74
  • 75. 7/8/2016 75 1955 1975 1995 2015 2035 2055 Can better service help us be wiser? Cognitive Mediator (2035): Tool, Assistant, Collaborator, Coach
  • 76. But this stuff is still really hard… 7/8/2016 © IBM UPWard 2016 76
  • 77. “The best way to predict the future is to inspire the next generation of students to build it better” Digital Natives Transportation Water Manufacturing Energy Construction ICT Retail Finance Healthcare Education Government
  • 78. 7/8/2016 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development 78