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Copyright © 2005 Pearson Addison-Wesley. All rights reserved. 1-2 Figure 1.1 Output of the U.S. economy, 1869–2002
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Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

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Page 1: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Copyright © 2005 Pearson Addison-Wesley. All rights reserved. 1-2

Figure 1.1 Output of the U.S. economy, 1869–2002

Page 2: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Long View: Economic Growth

Page 3: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Long View: Economic Growth

� Important distinction between BUSINESS CYCLES (cyclicalfluctuations) and LONG-RUN GROWTH (secular trend).

Page 4: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Long View: Economic Growth

� Important distinction between BUSINESS CYCLES (cyclicalfluctuations) and LONG-RUN GROWTH (secular trend).

� The most striking feature of U.S. economic history since 1870is the sustained growth in real GDP per capita.

Page 5: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Long View: Economic Growth

� Important distinction between BUSINESS CYCLES (cyclicalfluctuations) and LONG-RUN GROWTH (secular trend).

� The most striking feature of U.S. economic history since 1870is the sustained growth in real GDP per capita.

� Central question: What determines the long-run growth rateof an economy?

Page 6: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Countries

Page 7: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Countries

Fraction of Fraction of Probabilitypopulation high-school age of surviving

GDP in extreme children to age 65per capita poverty in school Men Women

Page 8: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Countries

Fraction of Fraction of Probabilitypopulation high-school age of surviving

GDP in extreme children to age 65per capita poverty in school Men Women

U.K. $27,650 Almost zero 95% 0.83 0.89

Page 9: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Countries

Fraction of Fraction of Probabilitypopulation high-school age of surviving

GDP in extreme children to age 65per capita poverty in school Men Women

U.K. $27,650 Almost zero 95% 0.83 0.89Mexico $8,950 25% 60% 0.71 0.82

Page 10: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Countries

Fraction of Fraction of Probabilitypopulation high-school age of surviving

GDP in extreme children to age 65per capita poverty in school Men Women

U.K. $27,650 Almost zero 95% 0.83 0.89Mexico $8,950 25% 60% 0.71 0.82Mali $960 > 50% < 10% 0.37 0.41

Page 11: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839
Page 12: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839
Page 13: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839
Page 14: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

Page 15: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

Page 16: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

Page 17: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV

Page 18: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games

Page 19: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games–Surf the Internet

Page 20: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games–Surf the Internet–Send an e-mail (let alone a text message)

Page 21: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games–Surf the Internet–Send an e-mail (let alone a text message)–Cool his home with air conditioning

Page 22: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games–Surf the Internet–Send an e-mail (let alone a text message)–Cool his home with air conditioning–Use antibiotics

Page 23: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games–Surf the Internet–Send an e-mail (let alone a text message)–Cool his home with air conditioning–Use antibiotics–Use a telephone to call his family (for much of his life)

Page 24: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games–Surf the Internet–Send an e-mail (let alone a text message)–Cool his home with air conditioning–Use antibiotics–Use a telephone to call his family (for much of his life)–Travel by car or plane (for much of his life)

Page 25: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games–Surf the Internet–Send an e-mail (let alone a text message)–Cool his home with air conditioning–Use antibiotics–Use a telephone to call his family (for much of his life)–Travel by car or plane (for much of his life)–Play golf with a hybrid 5-iron

Page 26: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Unequal Standards of Living Across Time

John D. Rockefeller, oil entrepreneur who lived from 1839 to 1937,had a net worth of $200 billion (in today’s dollars), twice that ofBill Gates (today’s richest American).

But he could not:

–Watch TV–Play video games–Surf the Internet–Send an e-mail (let alone a text message)–Cool his home with air conditioning–Use antibiotics–Use a telephone to call his family (for much of his life)–Travel by car or plane (for much of his life)–Play golf with a hybrid 5-iron

ARE YOU RICHER THAN JOHN D. ROCKEFELLER?

Page 27: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839
Page 28: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth in per capita income (average, percent per year)

0.00.20.40.60.81.01.21.41.6

Gro

wth

in p

er c

apita

inco

me

up to 1700

1700-1830

1830 to present

Data for Western Europe from Angus Maddison

Page 29: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

© 2007 Thomson South-Western

Table 1 The Variety of Growth Experiences

Page 30: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

United States per capita GDP Country at this

Year Level (2004 $) level in 20041800 1,195 Kenya1850 1,700 Bangladesh1900 4,391 Morocco1910 5,408 China1916 6,189 Algeria1920 6,180 Ukraine1930 7,002 Namibia1940 8,539 Romania1950 12,783 Argentina1960 15,099 Hungary1970 20,065 South Korea1980 24,729 Spain1990 31,016 UK2000 37,814 Ireland (almost)2005 40,718 US, Norway

Page 31: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

1960

19802000

0.0

0005

.000

1.0

0015

.000

2.0

0025

Den

sity

of c

outr

ies

0 10000 20000 30000 40000 50000gdp per capita

Figure 1.1. Estimates of the distribution of countries according to PPP-adjusted GDP per capita in 1960, 1980 and 2000.

Page 32: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

ALB ARG

ARM

AUSAUT

AZE

BDI

BEL

BEN

BFA

BGD

BGR

BLR

BLZ

BOL

BRA

BRB

CANCHE

CHL

CHN

CIVCMR

COG

COL

COM

CPV

CRI

CZEDNK

DOM

DZA

ECU

EGY

ESP

EST

FINFRA

GAB

GBR

GEO

GHA

GINGMB

GNBGNQ

GRC

GTM

HKG

HND

HRV

HUN

IDN

IND

IRL

IRN

ISLISR ITA

JAMJOR

JPN

KAZ

KEN

KGZ

KOR

LBNLCA

LKA

LSO

LTU

LUX

LVA

MAC

MARMDA

MDG

MEXMKD

MLI

MOZ

MUS

MWI

MYS

NERNGA

NIC

NLDNOR

NPL

NZL

PAK

PAN

PERPHL

POL

PRT

PRYROM

RUS

RWA

SEN

SLV

SVK

SVN

SWE

SWZ

SYR

TCD

TGO

THA

TJK

TTOTUN

TUR

TZA

UGA

UKR

URY

USA

VCTVEN

YEM ZAF

ZMB

ZWE

ETH

4050

6070

8090

life

expe

ctan

cy 2

000

6 7 8 9 10 11log gdp per capita 2000

Figure 1.6. The association between income per capita and life expectancyat birth in 2000.

Page 33: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

SpainSouth Korea

India

Brazil

USA

Singapore

Nigeria

Guatemala

UK

Botswana

67

89

10lo

g gd

p pe

r ca

pita

1960 1970 1980 1990 2000year

Figure 1.8. The evolution of income per capita in the United States, UnitedKingdom, Spain, Singapore, Brazil, Guatemala, South Korea, Botswana,Nigeria and India, 1960-2000.

Page 34: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

USA

Britain

Spain

Ghana

Brazil

China

India

67

89

10lo

g gd

p pe

r ca

pita

1800 1850 1900 1950 2000year

Figure 1.12. The evolution of income per capita in the United States,Britain, Spain, Brazil, China, India and Ghana, 1820-2000.

Page 35: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth and Human Welfare

Page 36: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth and Human Welfare

Is there some action a government of India could take that wouldlead the Indian economy to grow like Indonesia’s or Egypt’s?

Page 37: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth and Human Welfare

Is there some action a government of India could take that wouldlead the Indian economy to grow like Indonesia’s or Egypt’s? If so,what exactly? If not, what is it about the “nature of India” thatmakes it so?

Page 38: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth and Human Welfare

Is there some action a government of India could take that wouldlead the Indian economy to grow like Indonesia’s or Egypt’s? If so,what exactly? If not, what is it about the “nature of India” thatmakes it so? The consequences for human welfare involved inquestions like these are simply staggering: Once one starts to thinkabout them, it is hard to think of anything else.

Page 39: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth and Human Welfare

Is there some action a government of India could take that wouldlead the Indian economy to grow like Indonesia’s or Egypt’s? If so,what exactly? If not, what is it about the “nature of India” thatmakes it so? The consequences for human welfare involved inquestions like these are simply staggering: Once one starts to thinkabout them, it is hard to think of anything else.

R.E. Lucas, Jr. (1988), “On the Mechanics of EconomicDevelopment,” Journal of Monetary Economics.

Page 40: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Making a Miracle

Page 41: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Making a Miracle

How does one acquire knowledge about reality by working in one’soffice with pen and paper?

Page 42: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Making a Miracle

How does one acquire knowledge about reality by working in one’soffice with pen and paper? (...) [I] think this inventive,model-building process we are engaged in is an essential one . . . .

Page 43: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Making a Miracle

How does one acquire knowledge about reality by working in one’soffice with pen and paper? (...) [I] think this inventive,model-building process we are engaged in is an essential one . . . . Ifwe understand the process of economic growth—or anythingelse—we ought to be capable of demonstrating this knowledge bycreating it in these pen and paper (and computer-equipped)laboratories of ours.

Page 44: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Making a Miracle

How does one acquire knowledge about reality by working in one’soffice with pen and paper? (...) [I] think this inventive,model-building process we are engaged in is an essential one . . . . Ifwe understand the process of economic growth—or anythingelse—we ought to be capable of demonstrating this knowledge bycreating it in these pen and paper (and computer-equipped)laboratories of ours. If we know what an economic miracle is, weought to be able to make one.

Page 45: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Making a Miracle

How does one acquire knowledge about reality by working in one’soffice with pen and paper? (...) [I] think this inventive,model-building process we are engaged in is an essential one . . . . Ifwe understand the process of economic growth—or anythingelse—we ought to be capable of demonstrating this knowledge bycreating it in these pen and paper (and computer-equipped)laboratories of ours. If we know what an economic miracle is, weought to be able to make one.

R.E. Lucas, Jr. (1993), “Making a Miracle,” Econometrica.

Page 46: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates

Page 47: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates

� Define: Yt = U.S. GDP in year t.

Page 48: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates

� Define: Yt = U.S. GDP in year t.

� Suppose the growth rate of GDP is g : Yt+1 = (1 + g)Yt .

Page 49: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates

� Define: Yt = U.S. GDP in year t.

� Suppose the growth rate of GDP is g : Yt+1 = (1 + g)Yt .

� In the U.S., g (on average) is about 0.03, or 3%.

Page 50: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates

� Define: Yt = U.S. GDP in year t.

� Suppose the growth rate of GDP is g : Yt+1 = (1 + g)Yt .

� In the U.S., g (on average) is about 0.03, or 3%.

� Let log(x) denote the natural logarithm, or the log to the basee, of x (log(x) is sometimes also denoted ln(x)).

Page 51: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates

� Define: Yt = U.S. GDP in year t.

� Suppose the growth rate of GDP is g : Yt+1 = (1 + g)Yt .

� In the U.S., g (on average) is about 0.03, or 3%.

� Let log(x) denote the natural logarithm, or the log to the basee, of x (log(x) is sometimes also denoted ln(x)).

� A useful fact: log(ax) = log(a) + log(x).

Page 52: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates

� Define: Yt = U.S. GDP in year t.

� Suppose the growth rate of GDP is g : Yt+1 = (1 + g)Yt .

� In the U.S., g (on average) is about 0.03, or 3%.

� Let log(x) denote the natural logarithm, or the log to the basee, of x (log(x) is sometimes also denoted ln(x)).

� A useful fact: log(ax) = log(a) + log(x).

� A useful approximation: log(1 + g) ≈ g if g is close to 0.

Page 53: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates (cont’d)

Page 54: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates (cont’d)

� A simple derivation...

Page 55: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates (cont’d)

� A simple derivation...

log(Yt+1) = log((1 + g)Yt)

Page 56: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates (cont’d)

� A simple derivation...

log(Yt+1) = log((1 + g)Yt)

= log(1 + g) + log(Yt)

Page 57: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates (cont’d)

� A simple derivation...

log(Yt+1) = log((1 + g)Yt)

= log(1 + g) + log(Yt)

≈ g + log(Yt)

Page 58: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates (cont’d)

� A simple derivation...

log(Yt+1) = log((1 + g)Yt)

= log(1 + g) + log(Yt)

≈ g + log(Yt)

⇒ log(Yt+1) − log(Yt) ≈ g

Page 59: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates (cont’d)

� A simple derivation...

log(Yt+1) = log((1 + g)Yt)

= log(1 + g) + log(Yt)

≈ g + log(Yt)

⇒ log(Yt+1) − log(Yt) ≈ g

� ...yields a useful approximation:

Page 60: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Simple Mathematics of Growth Rates (cont’d)

� A simple derivation...

log(Yt+1) = log((1 + g)Yt)

= log(1 + g) + log(Yt)

≈ g + log(Yt)

⇒ log(Yt+1) − log(Yt) ≈ g

� ...yields a useful approximation: The difference in the logs is(approximately) equal to the growth rate.

Page 61: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Compounding

Page 62: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Compounding

� Let the base year be year 0 and suppose that GDP grows at aconstant rate g . Then:

Page 63: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Compounding

� Let the base year be year 0 and suppose that GDP grows at aconstant rate g . Then:

Y1 = (1 + g)Y0

Page 64: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Compounding

� Let the base year be year 0 and suppose that GDP grows at aconstant rate g . Then:

Y1 = (1 + g)Y0

Y2 = (1 + g)Y1 = (1 + g)2Y0

Page 65: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Compounding

� Let the base year be year 0 and suppose that GDP grows at aconstant rate g . Then:

Y1 = (1 + g)Y0

Y2 = (1 + g)Y1 = (1 + g)2Y0

Y3 = (1 + g)Y2 = (1 + g)2Y1 = (1 + g)3Y0

Page 66: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Compounding

� Let the base year be year 0 and suppose that GDP grows at aconstant rate g . Then:

Y1 = (1 + g)Y0

Y2 = (1 + g)Y1 = (1 + g)2Y0

Y3 = (1 + g)Y2 = (1 + g)2Y1 = (1 + g)3Y0

� The general formula is: Yt = (1 + g)tY0.

Page 67: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Compounding

� Let the base year be year 0 and suppose that GDP grows at aconstant rate g . Then:

Y1 = (1 + g)Y0

Y2 = (1 + g)Y1 = (1 + g)2Y0

Y3 = (1 + g)Y2 = (1 + g)2Y1 = (1 + g)3Y0

� The general formula is: Yt = (1 + g)tY0.

� Given the values of GDP in two years 0 and t, a value of gsatisfying this formula is called the (geometric) averagegrowth rate of GDP between year 0 and year t.

Page 68: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Logarithmic Graphs

Page 69: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Logarithmic Graphs

� Another useful fact: log(xa) = a log(x).

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Logarithmic Graphs

� Another useful fact: log(xa) = a log(x).

� Recall that Yt = (1 + g)tY0 if U.S. GDP grows at a constantrate g .

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Logarithmic Graphs

� Another useful fact: log(xa) = a log(x).

� Recall that Yt = (1 + g)tY0 if U.S. GDP grows at a constantrate g .

� Take logs of both sides:

Page 72: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Logarithmic Graphs

� Another useful fact: log(xa) = a log(x).

� Recall that Yt = (1 + g)tY0 if U.S. GDP grows at a constantrate g .

� Take logs of both sides:

log(Yt) = log((1 + g)tY0

)

Page 73: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Logarithmic Graphs

� Another useful fact: log(xa) = a log(x).

� Recall that Yt = (1 + g)tY0 if U.S. GDP grows at a constantrate g .

� Take logs of both sides:

log(Yt) = log((1 + g)tY0

)= log

((1 + g)t

)+ log(Y0)

Page 74: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Logarithmic Graphs

� Another useful fact: log(xa) = a log(x).

� Recall that Yt = (1 + g)tY0 if U.S. GDP grows at a constantrate g .

� Take logs of both sides:

log(Yt) = log((1 + g)tY0

)= log

((1 + g)t

)+ log(Y0)

= t log(1 + g) + log(Y0)

Page 75: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Logarithmic Graphs

� Another useful fact: log(xa) = a log(x).

� Recall that Yt = (1 + g)tY0 if U.S. GDP grows at a constantrate g .

� Take logs of both sides:

log(Yt) = log((1 + g)tY0

)= log

((1 + g)t

)+ log(Y0)

= t log(1 + g) + log(Y0)

≈ log(Y0) + gt

Page 76: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Logarithmic Graphs

� Another useful fact: log(xa) = a log(x).

� Recall that Yt = (1 + g)tY0 if U.S. GDP grows at a constantrate g .

� Take logs of both sides:

log(Yt) = log((1 + g)tY0

)= log

((1 + g)t

)+ log(Y0)

= t log(1 + g) + log(Y0)

≈ log(Y0) + gt

If GDP grows at a constant rate, then the log of GDP,graphed against time t, is a straight line with slope equal tothe growth rate g.

Page 77: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

2000

U.S. GDP

GD

P in

bill

ion

s o

f 19

92 d

olla

rs

6,400

3,200

1,600

800

400

200

1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990

Figure 10-1U.S. GDP Since 1890

Aggregate U.S. output has increased by a factor of 43 since 1890.Source: 1890–1929: Historical Statistics of the United States; 1929–2000: National Income and Product Accounts.

Oliver BlanchardMacroeconomics, 3E

© 2003 Prentice Hall, IncUpper Saddle River, NJ 07458

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Log of US Real GDP (with trend line)

7.359

8.052

8.745

9.438

1947

1948

1950

1952

1954

1955

1957

1959

1961

1962

1964

1966

1968

1969

1971

1973

1975

1976

1978

1980

1982

1983

1985

1987

1989

1990

1992

1994

1996

1997

1999

2001

2003

Page 79: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

US Real GDP: Percentage Deviations from Trend

-12

-8

-4

0

4

8

12

1947

1948

1950

1952

1954

1955

1957

1959

1961

1962

1964

1966

1968

1969

1971

1973

1975

1976

1978

1980

1982

1983

1985

1987

1989

1990

1992

1994

1996

1997

1999

2001

2003

Perc

enta

ge d

evia

tion

Page 80: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70

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The Rule of 70

� Question: If U.S. GDP grows at a constant rate g , how longdoes it take for U.S. GDP to double?

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The Rule of 70

� Question: If U.S. GDP grows at a constant rate g , how longdoes it take for U.S. GDP to double?

� Suppose that GDP doubles in exactly T years: YT = 2Y0.

Page 83: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70

� Question: If U.S. GDP grows at a constant rate g , how longdoes it take for U.S. GDP to double?

� Suppose that GDP doubles in exactly T years: YT = 2Y0.We want to solve for T in the equation: (1 + g)T = 2.

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The Rule of 70

� Question: If U.S. GDP grows at a constant rate g , how longdoes it take for U.S. GDP to double?

� Suppose that GDP doubles in exactly T years: YT = 2Y0.We want to solve for T in the equation: (1 + g)T = 2.

� Take logs of both sides: log((1 + g)T

)= log(2) ≈ 0.693.

Page 85: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70

� Question: If U.S. GDP grows at a constant rate g , how longdoes it take for U.S. GDP to double?

� Suppose that GDP doubles in exactly T years: YT = 2Y0.We want to solve for T in the equation: (1 + g)T = 2.

� Take logs of both sides: log((1 + g)T

)= log(2) ≈ 0.693.

� Also: log((1 + g)T

)= T log(1 + g) ≈ Tg .

Page 86: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70

� Question: If U.S. GDP grows at a constant rate g , how longdoes it take for U.S. GDP to double?

� Suppose that GDP doubles in exactly T years: YT = 2Y0.We want to solve for T in the equation: (1 + g)T = 2.

� Take logs of both sides: log((1 + g)T

)= log(2) ≈ 0.693.

� Also: log((1 + g)T

)= T log(1 + g) ≈ Tg .

� Result:

T ≈ 0.693

g

(or: T ≈ 70

100g

).

Page 87: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70 (cont’d)

Page 88: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70 (cont’d)

Annual growth rate of GDP Doubling time

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The Rule of 70 (cont’d)

Annual growth rate of GDP Doubling time

1% 70 years

Page 90: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70 (cont’d)

Annual growth rate of GDP Doubling time

1% 70 years2% 35 years

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The Rule of 70 (cont’d)

Annual growth rate of GDP Doubling time

1% 70 years2% 35 years3% 23 years

Page 92: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70 (cont’d)

Annual growth rate of GDP Doubling time

1% 70 years2% 35 years3% 23 years5% 14 years

Page 93: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Rule of 70 (cont’d)

Annual growth rate of GDP Doubling time

1% 70 years2% 35 years3% 23 years5% 14 years

� Lesson: Small changes in growth rates have dramatic long-runeffects!

Page 94: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

U.S. Growth History

Page 95: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

U.S. Growth History

� U.S. GDP doubled between 1947 and 1965: 18 years.

Page 96: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

U.S. Growth History

� U.S. GDP doubled between 1947 and 1965: 18 years.

� Average growth rate during this period: 70/18 ≈ 3.9%.

Page 97: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

U.S. Growth History

� U.S. GDP doubled between 1947 and 1965: 18 years.

� Average growth rate during this period: 70/18 ≈ 3.9%.

� U.S. GDP doubled again between 1965 and 1987: 22 years.

Page 98: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

U.S. Growth History

� U.S. GDP doubled between 1947 and 1965: 18 years.

� Average growth rate during this period: 70/18 ≈ 3.9%.

� U.S. GDP doubled again between 1965 and 1987: 22 years.

� Average growth rate during this period: 70/22 ≈ 3.2%.

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Population Growth

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Population Growth

� What we really care about is GDP per capita (or GDP perperson).

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Population Growth

� What we really care about is GDP per capita (or GDP perperson).

� Define: Nt = U.S. population in year t.

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Population Growth

� What we really care about is GDP per capita (or GDP perperson).

� Define: Nt = U.S. population in year t.

� Suppose the population growth rate is n: Nt+1 = (1 + n)Nt .

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Population Growth

� What we really care about is GDP per capita (or GDP perperson).

� Define: Nt = U.S. population in year t.

� Suppose the population growth rate is n: Nt+1 = (1 + n)Nt .

� The U.S. population roughly doubled between 1950 and 2006(from 150,000,000 to 300,000,000).

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Population Growth

� What we really care about is GDP per capita (or GDP perperson).

� Define: Nt = U.S. population in year t.

� Suppose the population growth rate is n: Nt+1 = (1 + n)Nt .

� The U.S. population roughly doubled between 1950 and 2006(from 150,000,000 to 300,000,000).

� Average annual growth rate n = 70/56 ≈ 1.3% (or 0.013).

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Growth in GDP per Capita

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Growth in GDP per Capita

� GDP per capita in year t is: Yt/Nt .

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Growth in GDP per Capita

� GDP per capita in year t is: Yt/Nt .

� Final useful fact: log(x/y) = log(x) − log(y).

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Growth in GDP per Capita

� GDP per capita in year t is: Yt/Nt .

� Final useful fact: log(x/y) = log(x) − log(y).

� Growth in GDP per capita is (approximately):

Page 109: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth in GDP per Capita

� GDP per capita in year t is: Yt/Nt .

� Final useful fact: log(x/y) = log(x) − log(y).

� Growth in GDP per capita is (approximately):

log

(Yt+1

Nt+1

)− log

(Yt

Nt

)

Page 110: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth in GDP per Capita

� GDP per capita in year t is: Yt/Nt .

� Final useful fact: log(x/y) = log(x) − log(y).

� Growth in GDP per capita is (approximately):

log

(Yt+1

Nt+1

)− log

(Yt

Nt

)= log(Yt+1) − log(Yt) −

(log(Nt+1) − log(Nt))

Page 111: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth in GDP per Capita

� GDP per capita in year t is: Yt/Nt .

� Final useful fact: log(x/y) = log(x) − log(y).

� Growth in GDP per capita is (approximately):

log

(Yt+1

Nt+1

)− log

(Yt

Nt

)= log(Yt+1) − log(Yt) −

(log(Nt+1) − log(Nt))

≈ g − n.

Page 112: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth in GDP per Capita

� GDP per capita in year t is: Yt/Nt .

� Final useful fact: log(x/y) = log(x) − log(y).

� Growth in GDP per capita is (approximately):

log

(Yt+1

Nt+1

)− log

(Yt

Nt

)= log(Yt+1) − log(Yt) −

(log(Nt+1) − log(Nt))

≈ g − n.

� Annual growth rate of U.S. GDP per capita since 1950:3.5% − 1.3% = 2.3%.

Page 113: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth in GDP per Capita

� GDP per capita in year t is: Yt/Nt .

� Final useful fact: log(x/y) = log(x) − log(y).

� Growth in GDP per capita is (approximately):

log

(Yt+1

Nt+1

)− log

(Yt

Nt

)= log(Yt+1) − log(Yt) −

(log(Nt+1) − log(Nt))

≈ g − n.

� Annual growth rate of U.S. GDP per capita since 1950:3.5% − 1.3% = 2.3%.

� Doubling time = 70/2.3 ≈ 35 years.

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Determinants of Growth

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Determinants of Growth

� Physical capital:

Page 116: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Determinants of Growth

� Physical capital:Machines, buildings, infrastructure.

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Determinants of Growth

� Physical capital:Machines, buildings, infrastructure.

� Human resources:

Page 118: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Determinants of Growth

� Physical capital:Machines, buildings, infrastructure.

� Human resources:Labor supply, education, motivation, human capital.

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Determinants of Growth

� Physical capital:Machines, buildings, infrastructure.

� Human resources:Labor supply, education, motivation, human capital.

� Technology:

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Determinants of Growth

� Physical capital:Machines, buildings, infrastructure.

� Human resources:Labor supply, education, motivation, human capital.

� Technology:Science, engineering, management techniques.

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Determinants of Growth (cont’d)

� Natural resources:

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Determinants of Growth (cont’d)

� Natural resources:Land, oil, minerals, quality of the environment.

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Determinants of Growth (cont’d)

� Natural resources:Land, oil, minerals, quality of the environment.

� Institutions:

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Determinants of Growth (cont’d)

� Natural resources:Land, oil, minerals, quality of the environment.

� Institutions:Property rights, enforceable contracts (legal system), patentand copyright law.

Page 125: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Determinants of Growth (cont’d)

� Natural resources:Land, oil, minerals, quality of the environment.

� Institutions:Property rights, enforceable contracts (legal system), patentand copyright law.

� Culture:

Page 126: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Determinants of Growth (cont’d)

� Natural resources:Land, oil, minerals, quality of the environment.

� Institutions:Property rights, enforceable contracts (legal system), patentand copyright law.

� Culture:Social capital, entrepreneurial energy, the Protestant workethic and the spirit of capitalism (Max Weber).

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The Aggregate Production Function

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The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on:

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The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital),

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The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital), L (labor supply),

Page 131: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital), L (labor supply), and A (technology).

Page 132: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital), L (labor supply), and A (technology).

� How much can an entire economy produce?

Page 133: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital), L (labor supply), and A (technology).

� How much can an entire economy produce? Economists usethe abstraction of an aggregate (or economywide) productionfunction F :

Page 134: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital), L (labor supply), and A (technology).

� How much can an entire economy produce? Economists usethe abstraction of an aggregate (or economywide) productionfunction F :

Y = F (K , L, A).

Page 135: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital), L (labor supply), and A (technology).

� How much can an entire economy produce? Economists usethe abstraction of an aggregate (or economywide) productionfunction F :

Y = F (K , L, A).

� A simple yet empirically plausible choice for F is theCobb-Douglas production function:

Page 136: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital), L (labor supply), and A (technology).

� How much can an entire economy produce? Economists usethe abstraction of an aggregate (or economywide) productionfunction F :

Y = F (K , L, A).

� A simple yet empirically plausible choice for F is theCobb-Douglas production function:

Y = AKαL1−α,

Page 137: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

The Aggregate Production Function

� Basic economic models of growth set aside natural resources,institutions, and culture and focus instead on: K (stock ofphysical capital), L (labor supply), and A (technology).

� How much can an entire economy produce? Economists usethe abstraction of an aggregate (or economywide) productionfunction F :

Y = F (K , L, A).

� A simple yet empirically plausible choice for F is theCobb-Douglas production function:

Y = AKαL1−α,

where α (pronounced “alpha”) is roughly 1/4.

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Constant Returns to Scale

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Constant Returns to Scale

� The production function Y = AKαL1−α exhibits constantreturns to scale.

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Constant Returns to Scale

� The production function Y = AKαL1−α exhibits constantreturns to scale.

� For any constant s > 0,

sY = A(sK )α(sL)1−α.

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Constant Returns to Scale

� The production function Y = AKαL1−α exhibits constantreturns to scale.

� For any constant s > 0,

sY = A(sK )α(sL)1−α.

� Rewrite the production function in per capita terms:

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Constant Returns to Scale

� The production function Y = AKαL1−α exhibits constantreturns to scale.

� For any constant s > 0,

sY = A(sK )α(sL)1−α.

� Rewrite the production function in per capita terms:

Y

L= A

(K

L

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Constant Returns to Scale

� The production function Y = AKαL1−α exhibits constantreturns to scale.

� For any constant s > 0,

sY = A(sK )α(sL)1−α.

� Rewrite the production function in per capita terms:

Y

L= A

(K

L

� GDP per worker (Y /L) depends on technology (A) and on theamount of capital per worker (K/L).

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What are the Sources of Growth?

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What are the Sources of Growth?

� Fundamental Question:

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What are the Sources of Growth?

� Fundamental Question: What accounts for the observedgrowth of U.S. GDP?

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What are the Sources of Growth?

� Fundamental Question: What accounts for the observedgrowth of U.S. GDP?

� How much of the growth in GDP can be attributed to:

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What are the Sources of Growth?

� Fundamental Question: What accounts for the observedgrowth of U.S. GDP?

� How much of the growth in GDP can be attributed to:� Capital formation (changes in K )?

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What are the Sources of Growth?

� Fundamental Question: What accounts for the observedgrowth of U.S. GDP?

� How much of the growth in GDP can be attributed to:� Capital formation (changes in K )?� Growth in the supply of labor (changes in L)?

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What are the Sources of Growth?

� Fundamental Question: What accounts for the observedgrowth of U.S. GDP?

� How much of the growth in GDP can be attributed to:� Capital formation (changes in K )?� Growth in the supply of labor (changes in L)?� Growth in technology (changes in A)?

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What are the Sources of Growth?

� Fundamental Question: What accounts for the observedgrowth of U.S. GDP?

� How much of the growth in GDP can be attributed to:� Capital formation (changes in K )?� Growth in the supply of labor (changes in L)?� Growth in technology (changes in A)?

� Another useful approximation:

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What are the Sources of Growth?

� Fundamental Question: What accounts for the observedgrowth of U.S. GDP?

� How much of the growth in GDP can be attributed to:� Capital formation (changes in K )?� Growth in the supply of labor (changes in L)?� Growth in technology (changes in A)?

� Another useful approximation: Suppose Yt = (1 + gt)Yt−1,where the growth rate, gt , is allowed to change over time.Then:

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What are the Sources of Growth?

� Fundamental Question: What accounts for the observedgrowth of U.S. GDP?

� How much of the growth in GDP can be attributed to:� Capital formation (changes in K )?� Growth in the supply of labor (changes in L)?� Growth in technology (changes in A)?

� Another useful approximation: Suppose Yt = (1 + gt)Yt−1,where the growth rate, gt , is allowed to change over time.Then:

log(Yt) − log(Yt−1) = log(1 + gt) ≈ gt .

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Growth Accounting

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Growth Accounting

� Take logs of both sides of the aggregate production function:

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

log(Yt−1) = log(At−1) + α log(Kt−1) + (1 − α) log(Lt−1)

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

log(Yt−1) = log(At−1) + α log(Kt−1) + (1 − α) log(Lt−1)

� Subtract the second equation from the first:

log(Yt) − log(Yt−1) =

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

log(Yt−1) = log(At−1) + α log(Kt−1) + (1 − α) log(Lt−1)

� Subtract the second equation from the first:

log(Yt) − log(Yt−1) = log(At) − log(At−1) +

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

log(Yt−1) = log(At−1) + α log(Kt−1) + (1 − α) log(Lt−1)

� Subtract the second equation from the first:

log(Yt) − log(Yt−1) = log(At) − log(At−1) +

α(log(Kt) − log(Kt−1)) +

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

log(Yt−1) = log(At−1) + α log(Kt−1) + (1 − α) log(Lt−1)

� Subtract the second equation from the first:

log(Yt) − log(Yt−1) = log(At) − log(At−1) +

α(log(Kt) − log(Kt−1)) +

(1 − α)(log(Lt) − log(Lt−1))

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

log(Yt−1) = log(At−1) + α log(Kt−1) + (1 − α) log(Lt−1)

� Subtract the second equation from the first:

log(Yt) − log(Yt−1) = log(At) − log(At−1) +

α(log(Kt) − log(Kt−1)) +

(1 − α)(log(Lt) − log(Lt−1))

� This delivers the growth accounting equation:

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

log(Yt−1) = log(At−1) + α log(Kt−1) + (1 − α) log(Lt−1)

� Subtract the second equation from the first:

log(Yt) − log(Yt−1) = log(At) − log(At−1) +

α(log(Kt) − log(Kt−1)) +

(1 − α)(log(Lt) − log(Lt−1))

� This delivers the growth accounting equation:

gYt = gA

t + αgKt + (1 − α)gL

t .

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Growth Accounting

� Take logs of both sides of the aggregate production function:

log(Yt) = log(At) + α log(Kt) + (1 − α) log(Lt)

log(Yt−1) = log(At−1) + α log(Kt−1) + (1 − α) log(Lt−1)

� Subtract the second equation from the first:

log(Yt) − log(Yt−1) = log(At) − log(At−1) +

α(log(Kt) − log(Kt−1)) +

(1 − α)(log(Lt) − log(Lt−1))

� This delivers the growth accounting equation:

gYt = gA

t + αgKt + (1 − α)gL

t .

� Rearrange to get: gAt = gY

t − αgKt − (1 − α)gL

t .

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What is the Rate of Technological Change?

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What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:

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What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.

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What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.Average annual growth rate of capital, gK , is 4.4%.

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What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.Average annual growth rate of capital, gK , is 4.4%.Average annual growth rate of employment, gL, is 1.4%.

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What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.Average annual growth rate of capital, gK , is 4.4%.Average annual growth rate of employment, gL, is 1.4%.Set α = 1/4 and “back out” the rate of technological change:

gA = gY − αgK − (1 − α)gL

Page 171: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.Average annual growth rate of capital, gK , is 4.4%.Average annual growth rate of employment, gL, is 1.4%.Set α = 1/4 and “back out” the rate of technological change:

gA = gY − αgK − (1 − α)gL

= 3.6% − (1/4)(4.4%) − (3/4)(1.4)%

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What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.Average annual growth rate of capital, gK , is 4.4%.Average annual growth rate of employment, gL, is 1.4%.Set α = 1/4 and “back out” the rate of technological change:

gA = gY − αgK − (1 − α)gL

= 3.6% − (1/4)(4.4%) − (3/4)(1.4)%

= 3.6% − 1.1% − 1.1%

Page 173: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.Average annual growth rate of capital, gK , is 4.4%.Average annual growth rate of employment, gL, is 1.4%.Set α = 1/4 and “back out” the rate of technological change:

gA = gY − αgK − (1 − α)gL

= 3.6% − (1/4)(4.4%) − (3/4)(1.4)%

= 3.6% − 1.1% − 1.1%

= 1.4%

Page 174: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.Average annual growth rate of capital, gK , is 4.4%.Average annual growth rate of employment, gL, is 1.4%.Set α = 1/4 and “back out” the rate of technological change:

gA = gY − αgK − (1 − α)gL

= 3.6% − (1/4)(4.4%) − (3/4)(1.4)%

= 3.6% − 1.1% − 1.1%

= 1.4%

� Increases in inputs (K and L) account for (1.1+1.1)/3.6 =61% of the growth in GDP.

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What is the Rate of Technological Change?

� In the U.S. for the time period 1948–2001:Average annual growth rate of GDP, gY , is 3.6%.Average annual growth rate of capital, gK , is 4.4%.Average annual growth rate of employment, gL, is 1.4%.Set α = 1/4 and “back out” the rate of technological change:

gA = gY − αgK − (1 − α)gL

= 3.6% − (1/4)(4.4%) − (3/4)(1.4)%

= 3.6% − 1.1% − 1.1%

= 1.4%

� Increases in inputs (K and L) account for (1.1+1.1)/3.6 =61% of the growth in GDP.

� Technological change (or total factor productivity growth)accounts for 1.4/3.6 = 39% of the growth of GDP.

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Growth Rate of GDP per Worker

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Growth Rate of GDP per Worker

� Rearrange the growth accounting equation:

gYt − gL

t = gAt + α(gK

t − gLt )

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Growth Rate of GDP per Worker

� Rearrange the growth accounting equation:

gYt − gL

t = gAt + α(gK

t − gLt )

� gYt − gL

t is the growth rate of GDP per worker (Y /L),sometimes called labor productivity.

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Growth Rate of GDP per Worker

� Rearrange the growth accounting equation:

gYt − gL

t = gAt + α(gK

t − gLt )

� gYt − gL

t is the growth rate of GDP per worker (Y /L),sometimes called labor productivity.

� gKt − gL

t is the growth rate of the capital-labor ratio (K/L).

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Growth Rate of GDP per Worker

� Rearrange the growth accounting equation:

gYt − gL

t = gAt + α(gK

t − gLt )

� gYt − gL

t is the growth rate of GDP per worker (Y /L),sometimes called labor productivity.

� gKt − gL

t is the growth rate of the capital-labor ratio (K/L).

� Increases in K/L are called “capital deepening”: each workerhas more capital to work with.

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Growth Rate of GDP per Worker

� Rearrange the growth accounting equation:

gYt − gL

t = gAt + α(gK

t − gLt )

� gYt − gL

t is the growth rate of GDP per worker (Y /L),sometimes called labor productivity.

� gKt − gL

t is the growth rate of the capital-labor ratio (K/L).

� Increases in K/L are called “capital deepening”: each workerhas more capital to work with.

� In U.S. data:

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Growth Rate of GDP per Worker

� Rearrange the growth accounting equation:

gYt − gL

t = gAt + α(gK

t − gLt )

� gYt − gL

t is the growth rate of GDP per worker (Y /L),sometimes called labor productivity.

� gKt − gL

t is the growth rate of the capital-labor ratio (K/L).

� Increases in K/L are called “capital deepening”: each workerhas more capital to work with.

� In U.S. data:� gY − gL ≈ 2.2%

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Growth Rate of GDP per Worker

� Rearrange the growth accounting equation:

gYt − gL

t = gAt + α(gK

t − gLt )

� gYt − gL

t is the growth rate of GDP per worker (Y /L),sometimes called labor productivity.

� gKt − gL

t is the growth rate of the capital-labor ratio (K/L).

� Increases in K/L are called “capital deepening”: each workerhas more capital to work with.

� In U.S. data:� gY − gL ≈ 2.2%� gA ≈ 1.4%

Page 184: Figure 1.1 Output of the U.S. economy, 1869–2002–Watch TV –Play video games Unequal Standards of Living Across Time John D. Rockefeller, oil entrepreneur who lived from 1839

Growth Rate of GDP per Worker

� Rearrange the growth accounting equation:

gYt − gL

t = gAt + α(gK

t − gLt )

� gYt − gL

t is the growth rate of GDP per worker (Y /L),sometimes called labor productivity.

� gKt − gL

t is the growth rate of the capital-labor ratio (K/L).

� Increases in K/L are called “capital deepening”: each workerhas more capital to work with.

� In U.S. data:� gY − gL ≈ 2.2%� gA ≈ 1.4%� gK − gL ≈ 3.0%

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U.S. Productivity Growth in the 20th Century

0

0.5

1

1.5

2

2.5

3

3.5

1899-2005 1899-1948 1948-1973 1973-1995 1995-2005

Gro

wth

in o

utpu

t per

hou

r (%

per

yea

r)