grad-Macroeconomics-ISET5
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Macroeconomics
BGSE/UPF
LECTURE SLIDES SET 5
Professor Antonio Ciccone
1
III. Economic Growth with
Human Capital and
Externalities
2
Outline
1.
THE IMPORTANCE OF THE ROLE PLAYED BY
CAPITAL IN PRODUCTION
2.
A SIMPLE MODEL OF ENDOGENOUS GROWTH
3.
EXTERNALITIES AND GROWTH
4.
HUMAN CAPITAL AND GROWTH
3
1. THE IMPORTANCE OF THE ROLE
PLAYED BY CAPITAL IN PRODUCTION
Let us return to the Solow model
•
•
Savings a constant fraction s of income
Depreciation rate of capital is
•
•
Population growth n
Rate of echnological progress a
4
PRODUCTION FUNCTION with DECREASING
RETURNS TO CAPITAL
F ( K , L) K ( AL)1
0 1 DECREASING RETURNS TO CAPITAL
CLOSE TO ZERO: STRONG DECREASING
RETURNS
CLOSE TO UNITY: WEAK DECREASING
RETURNS
5
COBB-DOUGLAS PRODUCTION FUNCTION
Y K ( AL)1
MPK K 1 ( AL)1 k 1
MPK K
MPK k
(1 )
K MPK
k MPK
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STRONG AND WEAK DECREASING RETURNS TO CAPITAL
MPK
WEAK
DECREASING
RETURNS
STRONG
DECREASING RETURNS
TO CAPITAL
k
7
Effect of savings rate on BGP income/capital
under STRONG and WEAK decreasing
returns to capital
k BGP
1
1
s
At Lt
n a
K BGP,t
K BGP ,t s
1
s K BGP ,t 1
• STRONG DECREASING RETURNS TO CAPITAL
Small BGP effects of savings rate
• WEAK DECREASING RETURNS TO CAPITAL
Large BGP effects of savings rate
8
1
s
yBGP k BGP
n
a
YBGP,t s
s YBGP,t 1
• STRONG DECREASING RETURNS TO CAPITAL
Small BGP effects of savings rate
• WEAK DECREASING RETURNS TO CAPITAL
Large BGP effects of savings rate
9
How much of international
income differences explained by
“propensity of countries to
accumulate”?
Depends on strength of decreasing
returns to capital
10
Convergence to the BGP under WEAK and
STRONG decreasing returns to capital
EQUILIBRIUM CAPITAL ACCUMULATION
EQUATION
K sF(K, L) K
K
F(K, L)
s
K
K
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CONVERGENCE UNDER STRONG DECREASING RETURNS TO CAPITAL
Kt
Kt
F (K , L )
s
K
K*
K (t )
12
CONVERGENCE AND WEAK DECREASING RETURNS TO CAPITAL
Kt
Kt
F ( K , L)
s
K
K*
K (t )
13
INCOME CONVERGENCE EQUATION (CLOSE to
balanced growth path)
yt
a (1 )(n a)(ln y * ln yt )
yt
yt
a (1 )(n a)ln y *
yt
(1 )(n a)ln yt
growth between t and t T
f (determinants of BGP income)
convergence parameter ln(initial income)
14
Speed of convergence
• STRONG decreasing returns to
capitalFAST convergence to BGP
• WEAK decreasing returns to
capitalSLOW convergence to BGP
EMPIRICALLY, using cross-country data
15
REMEMBER THAT IN THE SOLOW MODEL
Elasticity of output with respect to capital
= Capital income share
= 1/3 (empirically)
=STRONG DECREASING RETURNS:
Fast convergence to BGP
Small BGP level effects of savings rate
16
2. A SIMPLE MODEL OF
ENDOGENOUS GROWTH
Return to the Solow model
• Savings a constant fraction s of income
• Depreciation rate of capital is
• No population growth
• No technological change
17
BUT BUT BUT NO DECREASING RETURNS TO CAPITAL(!)
Y AK
where A is a CONSTANT
which implies
MPK A constant
18
THIS PRODUCTION FUNCTION ALSO IMPLIES
THAT
Elasticity of output with respect to capital
1
= Capital income share
• which is evidently in CONTRADICTION with
empirical observation
• but let’s see where it leads us
19
EQUILIBRIUM CAPITAL ACCUMULATION EQUATION
K sAK K
K sA K
-- if sA>, CAPITAL per WORKER and therefore
OUTPUT per WORKER grow forever, even if there is
NO TECHNOLOGICAL PROGRESS
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PERPETUAL CAPITAL ACCUMULATION WITHOUT
TECHNOLOGICAL CHANGE
Y AK
sAK
K
K (t )
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Is there a BALANCED GROWTH PATH?
(path where all variables grow at constant rate)
From equilibrium accumulation equation
K t sAK K
To growth rate of capital
K
sA
K
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To growth rate of output
Y=AK
Y K
sA
Y K
Hence in this ENDOGENOUS GROWTH MODEL
1) long run growth in absence of technological progress
2) a higher savings rate means FASTER GROWTH IN
the SHORT, MEDIUM, and LONG run
23
Moreover,
Y
sA
Y
- Implies that the growth rate of capital does
NOT fall as economies accumulate capital
24
GROWTH RATE OF CAPITAL (AND OUTPUT) STAYS
CONSTANT IN TIME
Y
AK
s s
sA
K
K
Kt Yt
Kt Yt
K (t )
same macro fundamentals (s,A,), same growth rate, no
matter what initial conditions !!
25
MAIN RESULTS:
• perpetual accumulation-driven growth:
capital accumulation alone can be the
“engine of economic growth”
• savings rate has long-run growth effects: an
increase in the savings rate increases the
growth rate of capital and output forever
26
Endogenous growth and
convergence
The AK model has two interesting features:
(A) a poor economy will NOT achieve the
income per capita of a rich economy even if
has the same macro fundamentals
(B) holding deep parameters or macro
fundamentals constant as economies
become richer, growth does not slow down
are these two linked? NO!
27
Endogenous growth model where GROWTH RATE OF
CAPITAL FALLS IN TIME
Y
s
K
Kt
Kt
Kt
28
Endogenous growth and
convergence
(A) a poor economy will NOT achieve the
income per capita of a rich economy
even if has the same macro
fundamentals
(B) holding deep parameters or macro
fundamentals constant as economies
become richer, growth MAY STILL slow
down
29
The problem with the AK model?
• Capital share too large
• Back to the Solow model?
-- externalities
-- human capital
30
3. EXTERNALITIES AND
ENDOGENOUS GROWTH
In the Solow model we have
• perfect competition
• no externalities
As a result
Y
MPK r
K
Y K
(r ) K
" "
CAPITAL INCOME SHARE
K Y
Y
1
which we said was around
3
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Why
Y K
CAPITAL INCOME SHARE
K Y
?
Because the RESULTS of INVESTMENT are assumed to be
– EXCLUDABLE (only the INVESTOR benefits directly)
But sometimes investments by one particular firm yields
results that are
– NON-EXCLUDABLE
– NON-RIVAL
32
Rivalry and excludability
EXCLUDABLE?
YES
NO
RIVAL? YES --Banana for personal
-- Crowded highway in Germany
consumption
-- Clean air in city
--Truck for production
NO -- NON-crowded highway --Car design
in Italy (for pay)
--New form of organization for
-- PAY TV
production
33
What if investment has a non-rival, non excludable element?
Y
K
Y
K
r
PRIVATE
r
ECONOMY WIDE (SOCIAL)
Y K
1
CAPITAL INCOME SHARE=
K Y
3
Externalities:
real world has SLOWER convergence than Solow model, but not
as slow as in endogenous growth model
34
Non-excludability, non-rivalry in
the Solow model?
• Technological progress!
• But fell from heaven; or to put it
differently COMES WITH THE
PASSAGE OF TIME, not with
investment
35
The Solow model with
externalities
• Capital income share reflects the
internal return to capital
• Elasticity of aggregate output wrt to
capital reflects the social return to
capital (private plus external return)
36
Solow model with externalities
F (K f , L f ) K f
1
( EL f )
where f is an index for firms: f=1,…,N
E Ak
where A grows at rate a; and there are positive externalities
to aggregate capital accumulation if and only if > 0
37
Solve:
• Optimal behavior of each firm (rental of
capital and labor)
• Aggregate production as a function of
aggregate inputs (capital and labor)
• Solow and non-Solow dynamics
38
4. HUMAN CAPITAL AND
ENDOGENOUS GROWTH
In the Solow model we have
•
•
•
perfect competition
no externalities
only ONE TYPE OF CAPITAL: PHYSICAL CAPITAL
As a result
Y K
CAPITAL INCOME SHARE
K Y
39
But what about HUMAN CAPITAL?
What is human capital?
• knowledge in people that makes them more
productive
In many ways similar to physical capital
• first INVEST (go to school; get some training)
• then GET A RETURN (higher wage)
40
Y
BroadCapital
1
CAPITAL INCOME SHARE=
BroadCapital
Y
3
Human capital (like capital externalities):
• real world has SLOWER convergence than Solow
model, but not as slow as in endogenous growth
model
• capital and savings explains more of international
differences in income than in the Solow model
41
Level and growth effects of HC
• Level effect of HC: more HC raises
output (“neoclassical view of HC”)
• Growth effect: human capital may
determine the rate of technological
progress:
may affect growth rate in BGP
or have transitional growth effects only
42
Growth effects of HC (A)
• Lucas, JME, 1988: human capital can
produce output or “technology”:
ac ,t
Ac ,t
Ac ,t
"
c h( HC "c ,LEARNING
)
t
increasing HC allocated to learning may therefore increase the
BGP growth rate
(the downside is that output is reduced in the short and medium
run)
43
“Growth” effects of HC (B)
Nelson and Phelps, AER, 1966
ac,t
BGP:
a frontier ,t
A frontier ,t Ac ,t
h( HCc )
A frontier ,t
ac,t a frontier ,t
Ac,t
h( HCc ) 1
A frontier ,t
Ac
A frontier
1
a frontier
h( HCc )
44
Empirical work on link between
human capital and growth
45
The human capital “level” effect
46
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48
49
FROM ELASTICITIES to AGGREGATE RATES OF RETURN
TO SCHOOLING
Much of the aggregate work estimates:
1% increase in average years of schooling
income per capita growth(?)
Formally:
increase y
y
elasticity=
increase in S
S
50
Something that is easier to interpret intuitively would be:
1 YEAR increase in average years of schooling
income per capita growth(?)
increase y
y
Aggr. Return=
*S
increase in S
S
51
Elasticity
0.1
0.2
0.3
0.4
0.5
0.7
1
1.2
Aggr. Return
1.25%
2.5%
3.75%
5%
6.25%
8.75%
12%
15%
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53
54
55
HUMAN CAPITAL QUALITY
56
57
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60
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Human capital externalities
Moretti, AER 2004
62
Estimating
externalities:
PLANT
INDUSTRY
CITY
-- does output IN THE PLANT
(controlling for inputs in plant and industry)
INCREASE with THE SHARE OF COLLEGE WORKERS
outside of INDUSTRY but inside CITY?
63
Estimating equation:
64
Data:
65
Benchmark results:
66
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Physical capital externalities?
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