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1 MIT Initiative on the Digital Economy The Second Machine Age Erik Brynjolfsson MIT Sloan School Director, MIT Initiative on the Digital Economy @erikbryn

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Page 1: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

1 MIT Initiative on the Digital Economy

The Second Machine Age

Erik Brynjolfsson

MIT Sloan School

Director, MIT Initiative on the Digital Economy

@erikbryn

Page 2: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

2 MIT Initiative on the Digital Economy

The Second Machine Age

2

Changing the world requires two things: • Physical Power: move or transform things • Mental Power: decide where and how

Industrial Revolution = Physical Power • Steam engine (and Internal combustion engine, Electricity) • Mostly a complement to humans

Second Machine Age = Mental Power • Computers, Software, Big Data, Machine Intelligence • Complement or substitute?

Page 3: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

3 MIT Initiative on the Digital Economy

State of Understanding, 2004 Uniquely Human Abilities - Autonomous mobility and fine motor

control - Language and complex communication - Pattern matching and unstructured

problem solving

Page 4: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

4 MIT Initiative on the Digital Economy

Page 5: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

5 MIT Initiative on the Digital Economy

Machine Intelligence Interacting with physical world

• Fine and gross motor control • Vision and other senses

Language • Voice recognition • Natural language processing • Creating narratives

Problem Solving • Answering unstructured questions • Rule based analysis • Pattern recognition and classification

We’re in the midst of the greatest “one-time” event in history!

Page 6: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

6 MIT Initiative on the Digital Economy

Page 7: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

7 MIT Initiative on the Digital Economy

Page 8: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

8 MIT Initiative on the Digital Economy

Interacting with physical world

• Fine and gross motor control • Vision and other senses

Language • Voice recognition • Natural language processing • Creating narratives

Problem Solving • Answering unstructured questions • Rule based analysis • Pattern recognition and classification

Machine Intelligence

Page 9: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

9 MIT Initiative on the Digital Economy

Siri Voice recognition

Lionbridge Translation

Narrative Science Authoring News Stories

Page 10: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

10 MIT Initiative on the Digital Economy

Page 11: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

11 MIT Initiative on the Digital Economy

Page 12: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

12 MIT Initiative on the Digital Economy

Machine Intelligence Interacting with physical world

• Fine and gross motor control • Vision and other senses

Language • Voice recognition • Natural language processing • Creating narratives

Problem Solving • Answering unstructured questions • Rule based analysis • Pattern recognition and classification

Page 13: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

13 MIT Initiative on the Digital Economy

The Digital Frontier

Page 14: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

Accuracy and Questions Answered on Jeopardy! 100%

90%

80%

70%

60%

50%

40%

30%

20%

10% 0%

0% 20% 30% 40% 50% 60% 70% 80% 90% 100%

10%

Percent Answered

Acc

urac

y

11/2010 04/2010 10/2009 05/2009 12/2008 08/2008 05/2008

12/2007

12/2006

Page 15: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

15 MIT Initiative on the Digital Economy

The Digital Frontier

Page 16: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

16 MIT Initiative on the Digital Economy

The Digital Frontier

Page 17: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

17 MIT Initiative on the Digital Economy

Page 18: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

18 MIT Initiative on the Digital Economy

Page 19: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

19 MIT Initiative on the Digital Economy

What does this mean for the economy?

Page 20: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

20 MIT Initiative on the Digital Economy

The Bounty

Page 21: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

21 MIT Initiative on the Digital Economy

Page 22: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

22 MIT Initiative on the Digital Economy

$300 BILLION PER YEAR

Page 23: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

23 MIT Initiative on the Digital Economy

GDP, Profits, Investment, and Employment

Leve

l of G

DP,

Pro

fits,

and

Inve

stm

ent (

Jan-

95 =

100

)

Trends in US GDP, Profits and Investment

Page 24: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

24 MIT Initiative on the Digital Economy

GDP, Profits, Investment, and Employment

Empl

oym

ent-P

opul

atio

n R

atio

Leve

l of G

DP,

Pro

fits,

and

Inve

stm

ent (

Jan-

95 =

100

)

Trends in US GDP, Profits, Investment, and Employment

Page 25: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

25 MIT Initiative on the Digital Economy

WHAT’S GOING ON?

Page 26: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

26 MIT Initiative on the Digital Economy

“Digital technologies change rapidly, but organizations and skills aren’t keeping pace.

As a result, millions of people are being left behind.”

Our View

Page 27: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

27 MIT Initiative on the Digital Economy

Page 28: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

28 MIT Initiative on the Digital Economy

The Great Decoupling

Page 29: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

29 MIT Initiative on the Digital Economy

The Hard Truth

Digital progress makes the economic pie bigger.

But there is no economic law that everyone, or even most people, will benefit.

Page 30: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

30 MIT Initiative on the Digital Economy

Three Sets of Winners and Losers 1. High Skilled vs. Low & Mid Skilled Workers

Page 31: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

31 MIT Initiative on the Digital Economy

Skill Disparities

Page 32: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

32 MIT Initiative on the Digital Economy

Polarization of the Labor Market Mid-wage workers have been hit hardest in both

employment and wages

Page 33: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

33 MIT Initiative on the Digital Economy

Three Sets of Winners and Losers 1. High Skilled vs. Low & Mid Skilled Workers

2. Capital vs. Labor

Page 34: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

34 MIT Initiative on the Digital Economy

Capital vs. Labor

Corporate Profit as % of GDP

Labor Share of GDP 96

99

102

105

108

111

114

117

120

0

2

4

6

8

10

1947 1958 1969 1980 1991 2002 2013

Labo

r Sha

re (2

009

= 10

0)

Corp

roat

e Pr

ofits

as %

of G

DP

Corporate Profits After Tax as % of GDP & Non-Farm Labor Share, 1947-2013

Source: research.stlouisfed.org

Page 35: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

35 MIT Initiative on the Digital Economy

Three Sets of Winners and Losers 1. High Skilled vs. Low & Mid Skilled Workers

2. Capital vs. Labor

3. Superstars vs. Everyone Else

Page 36: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

36 MIT Initiative on the Digital Economy

Superstars

Page 37: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

37 MIT Initiative on the Digital Economy

WHAT IS TO BE DONE?

Page 38: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

38 MIT Initiative on the Digital Economy

The New Grand Challenge • Digital technologies will continue

to accelerate.

• Our skills, organizations and institutions are lagging.

• Business as usual won’t solve this problem.

We need to reinvent our economy and society to keep up with accelerating technology

Page 39: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

39 MIT Initiative on the Digital Economy

Page 40: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

40 MIT Initiative on the Digital Economy

The New Landscape

• What challenges and opportunities do you see?

• What are your concerns and questions?

Page 41: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

41 MIT Initiative on the Digital Economy

The Initiative on the Digital Economy

Page 42: The Second Machine Age - MIT Sloan · The Second Machine Age . Changing the world requires two things: ... We’re in the midst of the greatest “one-time” event in history! 6

42 MIT Initiative on the Digital Economy

To learn more, visit:

http://digital.mit.edu/erik

http://digital.mit.edu/ide

http://secondmachineage.com