1 
The Second 
Machine Age 
Erik Brynjolfsson 
MIT Sloan School 
Director, MIT Initiative on the Digital Economy 
@erikbryn 
1 MIT Initiative on the Digital Economy 
The Second Machine Age 
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? 
2 
MIT Initiative on the Digital Economy
2 
State of Understanding, 2004 
Uniquely 
Human 
Abili5es 
-­‐ Autonomous 
mobility 
and 
fine 
motor 
control 
-­‐ Language 
and 
complex 
communica5on 
-­‐ PaCern 
matching 
and 
unstructured 
problem 
solving 
3 MIT Initiative on the Digital Economy 
4 MIT Initiative on the Digital Economy
3 
Machine Intelligence 
5 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 
ØW e’re in the midst of the greatest “one-time” event in history! 
6 MIT Initiative on the Digital Economy
4 
7 MIT Initiative on the Digital Economy 
Machine Intelligence 
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
5 
9 MIT Initiative on the Digital Economy 
Siri 
Voice recognition 
Lionbridge 
Transla/on 
Narra/ve 
Science 
Authoring 
News 
Stories 
10 MIT Initiative on the Digital Economy
6 
11 MIT Initiative on the Digital Economy 
Machine Intelligence 
Interacting with physical world 
12 MIT Initiative on the Digital Economy 
• 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
7 
The Digital Frontier 
13 MIT Initiative on the Digital Economy 
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 
Accuracy 
11/2010 
04/2010 
10/2009 
05/2009 
12/2008 
08/2008 
05/2008 
12/2007 
12/2006
8 
The Digital Frontier 
15 MIT Initiative on the Digital Economy 
The Digital Frontier 
16 MIT Initiative on the Digital Economy
9 
17 MIT Initiative on the Digital Economy 
18 MIT Initiative on the Digital Economy
10 
What does this mean for the 
economy? 
19 MIT Initiative on the Digital Economy 
20 MIT Initiative on the Digital Economy 
The Bounty
11 
$300 BILLION PER YEAR 
21 MIT Initiative on the Digital Economy 
GDP, Profits, Investment, and Employment 
22 MIT Initiative on the Digital Economy
12 
GDP, Profits, Investment, and Employment 
23 MIT Initiative on the Digital Economy 
WHAT’S GOING ON? 
24 MIT Initiative on the Digital Economy
13 
“Digital technologies change 
rapidly, but organizations and 
skills aren’t keeping pace. 
As a result, millions of people 
are being left behind.” 
25 MIT Initiative on the Digital Economy 
Our View 
26 MIT Initiative on the Digital Economy
14 
The Great Decoupling 
27 MIT Initiative on the Digital Economy 
28 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.
15 
Three Sets of Winners and Losers 
1. High Skilled vs. Low & Mid Skilled Workers 
29 MIT Initiative on the Digital Economy 
30 MIT Initiative on the Digital Economy 
Skill Disparities
16 
Polarization of the Labor Market 
Mid-­‐wage 
workers 
have 
been 
hit 
hardest 
in 
both 
employment 
and 
wages 
31 MIT Initiative on the Digital Economy 
Three Sets of Winners and Losers 
1. High Skilled vs. Low & Mid Skilled Workers 
2. Capital vs. Labor 
32 MIT Initiative on the Digital Economy
17 
120 
117 
114 
111 
108 
105 
102 
99 
33 MIT Initiative on the Digital Economy 
Capital vs. Labor 
Corporate 
Profit 
as 
% 
of 
GDP 
Labor 
Share 
of 
GDP 
96 
10 
8 
6 
4 
2 
0 
1947 
1958 
1969 
1980 
1991 
2002 
2013 
Labor 
Share 
(2009 
= 
100) 
Corproate 
Profits 
as 
% 
of 
GDP 
Corporate 
Profits 
AKer 
Tax 
as 
% 
of 
GDP 
& 
Non-­‐Farm 
Labor 
Share, 
1947-­‐2013 
Source: 
research.stlouisfed.org 
Three Sets of Winners and Losers 
1. High Skilled vs. Low & Mid Skilled Workers 
2. Capital vs. Labor 
3. Superstars vs. Everyone Else 
34 MIT Initiative on the Digital Economy
18 
35 MIT Initiative on the Digital Economy 
Superstars 
WHAT IS TO BE DONE? 
36 MIT Initiative on the Digital Economy
19 
37 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. 
ØW e need to reinvent our economy 
and society to keep up with 
accelerating technology 
38 MIT Initiative on the Digital Economy
20 
The Initiative on the Digital Economy 
39 MIT Initiative on the Digital Economy 
The New Landscape 
• What challenges and opportunities do you 
see? 
• What are your concerns and questions? 
40 MIT Initiative on the Digital Economy
21 
41 MIT Initiative on the Digital Economy 
To learn more, visit: 
http://digital.mit.edu/erik 
http://digital.mit.edu/ide 
http://secondmachineage.com

The Second Machine Age

  • 1.
    1 The Second Machine Age Erik Brynjolfsson MIT Sloan School Director, MIT Initiative on the Digital Economy @erikbryn 1 MIT Initiative on the Digital Economy The Second Machine Age 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? 2 MIT Initiative on the Digital Economy
  • 2.
    2 State ofUnderstanding, 2004 Uniquely Human Abili5es -­‐ Autonomous mobility and fine motor control -­‐ Language and complex communica5on -­‐ PaCern matching and unstructured problem solving 3 MIT Initiative on the Digital Economy 4 MIT Initiative on the Digital Economy
  • 3.
    3 Machine Intelligence 5 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 ØW e’re in the midst of the greatest “one-time” event in history! 6 MIT Initiative on the Digital Economy
  • 4.
    4 7 MITInitiative on the Digital Economy Machine Intelligence 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
  • 5.
    5 9 MITInitiative on the Digital Economy Siri Voice recognition Lionbridge Transla/on Narra/ve Science Authoring News Stories 10 MIT Initiative on the Digital Economy
  • 6.
    6 11 MITInitiative on the Digital Economy Machine Intelligence Interacting with physical world 12 MIT Initiative on the Digital Economy • 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
  • 7.
    7 The DigitalFrontier 13 MIT Initiative on the Digital Economy 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 Accuracy 11/2010 04/2010 10/2009 05/2009 12/2008 08/2008 05/2008 12/2007 12/2006
  • 8.
    8 The DigitalFrontier 15 MIT Initiative on the Digital Economy The Digital Frontier 16 MIT Initiative on the Digital Economy
  • 9.
    9 17 MITInitiative on the Digital Economy 18 MIT Initiative on the Digital Economy
  • 10.
    10 What doesthis mean for the economy? 19 MIT Initiative on the Digital Economy 20 MIT Initiative on the Digital Economy The Bounty
  • 11.
    11 $300 BILLIONPER YEAR 21 MIT Initiative on the Digital Economy GDP, Profits, Investment, and Employment 22 MIT Initiative on the Digital Economy
  • 12.
    12 GDP, Profits,Investment, and Employment 23 MIT Initiative on the Digital Economy WHAT’S GOING ON? 24 MIT Initiative on the Digital Economy
  • 13.
    13 “Digital technologieschange rapidly, but organizations and skills aren’t keeping pace. As a result, millions of people are being left behind.” 25 MIT Initiative on the Digital Economy Our View 26 MIT Initiative on the Digital Economy
  • 14.
    14 The GreatDecoupling 27 MIT Initiative on the Digital Economy 28 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.
  • 15.
    15 Three Setsof Winners and Losers 1. High Skilled vs. Low & Mid Skilled Workers 29 MIT Initiative on the Digital Economy 30 MIT Initiative on the Digital Economy Skill Disparities
  • 16.
    16 Polarization ofthe Labor Market Mid-­‐wage workers have been hit hardest in both employment and wages 31 MIT Initiative on the Digital Economy Three Sets of Winners and Losers 1. High Skilled vs. Low & Mid Skilled Workers 2. Capital vs. Labor 32 MIT Initiative on the Digital Economy
  • 17.
    17 120 117 114 111 108 105 102 99 33 MIT Initiative on the Digital Economy Capital vs. Labor Corporate Profit as % of GDP Labor Share of GDP 96 10 8 6 4 2 0 1947 1958 1969 1980 1991 2002 2013 Labor Share (2009 = 100) Corproate Profits as % of GDP Corporate Profits AKer Tax as % of GDP & Non-­‐Farm Labor Share, 1947-­‐2013 Source: research.stlouisfed.org Three Sets of Winners and Losers 1. High Skilled vs. Low & Mid Skilled Workers 2. Capital vs. Labor 3. Superstars vs. Everyone Else 34 MIT Initiative on the Digital Economy
  • 18.
    18 35 MITInitiative on the Digital Economy Superstars WHAT IS TO BE DONE? 36 MIT Initiative on the Digital Economy
  • 19.
    19 37 MITInitiative 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. ØW e need to reinvent our economy and society to keep up with accelerating technology 38 MIT Initiative on the Digital Economy
  • 20.
    20 The Initiativeon the Digital Economy 39 MIT Initiative on the Digital Economy The New Landscape • What challenges and opportunities do you see? • What are your concerns and questions? 40 MIT Initiative on the Digital Economy
  • 21.
    21 41 MITInitiative on the Digital Economy To learn more, visit: http://digital.mit.edu/erik http://digital.mit.edu/ide http://secondmachineage.com