lecture 3. - tu berlinblanchard, chapter 10 – 13 prof. dr. frank heinemann avwl ii seite 2 growth...
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AVWL II Prof. Dr. Frank Heinemann Seite 1
Lecture 3.Lecture 3.Growth and
Technological Progress
Blanchard, Chapter 10 – 13
AVWL II Prof. Dr. Frank Heinemann Seite 2
Growth and Technological Progress
3.1 Stylized facts
3.2 Production function
3.3 The Solow model
3.4 Population growth and technological progress in the Solow model
3.5 The role of the technological progress in growth processes
3.6 Determinants of technological progress
3.7 Allocation effects of technological progress
AVWL II Prof. Dr. Frank Heinemann Seite 3
Literature
- Blanchard: Macroeconomics
- Mankiw: Macroeconomics, Chap. 4 – 5
General textbooks on growth theory:
- Barro / Sala-i-Martin: Economic Growth
- Jones: Introduction to Economic Growth
- Romer: Advanced Macroeconomics
AVWL II Prof. Dr. Frank Heinemann Seite 4
3.1 Stylized Facts
AVWL II Prof. Dr. Frank Heinemann Seite 5
3.1 Stylized Facts
Annual growth rate GNP per capitareal GNP per capita (%) (1996 dollars)
Ratio: realGNP per capita
1950-1973 1974-2000 1950 2000 2000 / 1950
France 4,2 1,6 5.489 21.282 3,9
Germany 4,8 1,7 4.642 21.910 4,7
Japan 7,8 2,4 1.940 22.039 11,4
United Kingdom 2,5 1,9 7.321 21.647 3,0
United States 2,2 1,7 11.903 30.637 2,6
Average 4,3 1,8 6.259 23.503 3,7
AVWL II Prof. Dr. Frank Heinemann Seite 6
Growth Forecast EU15 et al.
Quelle: Eurostat
0
1
2
3
4
5
6
7
8
EU
(15
Län
der)
Bel
gien
Dän
emar
k
Deu
tsch
land
Irla
nd
Grie
chen
land
Spa
nien
Fra
nkre
ich
Ital
ien
Luxe
mbu
rg
Nie
derla
nde
Öst
erre
ich
Por
tuga
l
Fin
nlan
d
Sch
wed
en
Ver
eini
gtes
Kön
igre
ich
Isla
nd
Nor
weg
en
Sch
wei
z
Ver
eini
gte
Sta
aten
Japa
nPrognose 2008 Prognose 2009
AVWL II Prof. Dr. Frank Heinemann Seite 7
Growth Forecast of Accession Countries et al.
Source: Eurostat
0
1
2
3
4
5
6
7
8
EU
(27
Länd
er)
Bul
garie
n
Tsc
hech
isch
eR
epub
lik
Est
land
Zyp
ern
Lett
land
Lita
uen
Ung
arn
Mal
ta
Pol
en
Rum
änie
n
Slo
wen
ien
Slo
wak
ei
Kro
atie
n
Maz
edon
ien
Tür
kei
Prognose 2008 Prognose 2009
AVWL II Prof. Dr. Frank Heinemann Seite 8
3.1 Stylized Facts
Convergence of production per capita, OECD countriesConvergence of production per capita, OECD countries
AVWL II Prof. Dr. Frank Heinemann Seite 9
3.1 Stylized Facts
There is no reliable rule of convergence, Countries from all regionsThere is no reliable rule of convergence, Countries from all regions
AVWL II Prof. Dr. Frank Heinemann Seite 10
3.1 Stylized Facts
Data according to country groupsData according to country groups
AVWL II Prof. Dr. Frank Heinemann Seite 11
3.1 Stylized Facts
What growth rates are normal?What growth rates are normal?
• From the end of the Roman Empire till 1500 there was no growth in production per capita in Europe
• 1500-1820 – low growth (0.1% till 1700, afterwards 0.2%)
• 1820-1950 – moderate growth (USA 1.5%)
• The high growth rates of the 50s and 60s are atypical
AVWL II Prof. Dr. Frank Heinemann Seite 12
3.1 Stylized Facts
Reasons for high national income / growthReasons for high national income / growth
Infrastructure
Political und legal stability
Access to the international market
Human capital
Efficient use of scarce resources
Capital accumulation
Technological progress
AVWL II Prof. Dr. Frank Heinemann Seite 13
3.2 Production Function
Output: Y = Aggregate Production, Aggregate Income
Factors: K = CapitalN = Labor
Aggregate production functionAggregate production function
Y = F (K, N)
Growth rate: ΔY / Y
AVWL II Prof. Dr. Frank Heinemann Seite 14
3.2 Production Function
F(K,N) increasing in K and in N
Marginal product of a factor decreases with increasing factor input
Aggregate production functionAggregate production function
Properties of production fun. Y = F (K, N)
Diminishing returns: d2F/dK2 < 0 d2F/dN2 < 0
Positive partial derivative: dF/dK > 0 dF/dN > 0
Why do marginal product decline with increasing factor input?
AVWL II Prof. Dr. Frank Heinemann Seite 15
3.2 Production Function
Inputs from production factors are decided by supply and demand.
Price: Interest rate = Price of the factor capital (r)
Wage rate= Price of the factor labor (w)
AVWL II Prof. Dr. Frank Heinemann Seite 16
3.2 Production Function
Firms carry out investments when they (i) make a contribution to firms’ profit and (ii) are financially feasible.
Assumptions: perfect capital market, constant prices
Firms have access to unlimited credit at interest rate r.
firms implement all projects, whose returns are larger than capital cost r. ⇒
AVWL II Prof. Dr. Frank Heinemann Seite 17
3.2 Production Function
125/100 – 1 = 25%125100C
330/300 – 1 = 10%330300D
290/250 – 1 = 16%290250B
210/200 – 1 = 5%210200A
Returns(~ marginal product of capital)
Paymentin t=2
Required capital in t=1
Project
Example
AVWL II Prof. Dr. Frank Heinemann Seite 18
3.2 Production Function
Projects ordered according to returns
C – B – D – A
Output in t=2
Investmentsin t=1100 350 650 850
125
415
745
955
Approximation by continuous and concave production function
C B D A
AVWL II Prof. Dr. Frank Heinemann Seite 19
A project is profitable when its returns are above the market interest rate.
The most profitable project should be undertaken first. => Marginal product of capital falls with increasing capital input
Returns
C B D A
100 350 650 850
25%
5%
10%
16%
r = 8%
Investmentsin t=1I =
3.2 Production Function
AVWL II Prof. Dr. Frank Heinemann Seite 20
3.2.2. Production Factor Capital
The saving rate (savings as a fraction of national income) 1950-2000
U.S.A. 18,6%Germany 24,6%Japan 33,7%
What do you think…
Would a higher saving rate in Germany lead to lasting higher growth?Would a higher saving rate in Germany lead to lasting higher growth?
Sources of growthSources of growth
AVWL II Prof. Dr. Frank Heinemann Seite 21
3.3 The Slow Model
How does a constant saving rate affect capital
accumulation and growth?
Is there an optimal saving rate?
What effects does technological progress have on
capital accumulation?
Literature: Blanchard/Illing, Chapter 10.3 – 12.Heijdra/van der Ploeg, Ch. 14.Mankiw, Chap. 4 – 5.
Barro / Sala-i-Martin, Chapter 1
Sources of growthSources of growth
AVWL II Prof. Dr. Frank Heinemann Seite 22
3.3 The Solow Model
( , )Y F K N=Production functionProduction function
Diminishing returns: d2F/dK2 < 0 d2F/dN2 < 0
( , ) ( , ) 0F K N F K Nλ λ λ λ= ∀ >
Aggregate production function
An increase in inputs of all production factors by x% raises production likewise by x%.
Assumption 1: constant returns to scale
Positive returns: dF/dK > 0 dF/dN > 0
AVWL II Prof. Dr. Frank Heinemann Seite 23
3.3 The Solow Model
N/1=λ
( , ) ( , ) 0F K N F K Nλ λ λ λ= ∀ >
Consequence: Per capita output Y/N depends only on the ratio of capital to labor K/N:
Assumption 1: constant returns to scale
Choose
N
YNKF
NNKFNKF === ),(
1)1,/(),( λλ
F(k,1) = y=Y/NLet k=K/N.
AVWL II Prof. Dr. Frank Heinemann Seite 24
3.3 The Solow Model
Let y=Y/N Output per work unit,
k=K/N capital intensity
Then: y = F(k,1) = f(k)
Per capita output as a function of capital intensity
Notice: here per capita mean per work unit
Positive, but declining returns of capital:
=> f ’ = dF/dK > 0 , f ’’ = d2F/dK2 < 0
Next we assume constant working population.
AVWL II Prof. Dr. Frank Heinemann Seite 25
3.3 The Solow Model
Output and capital per employeeOutput and capital per employee
y = f(k)
k
y
Capital accumulation
AVWL II Prof. Dr. Frank Heinemann Seite 26
The Solow Model
The long-term relationship between production and capitalThe long-term relationship between production and capital
- The capital stock decides how much to be produced
- The production level determines how much to be saved and to be invested
The Solow model describes these interactions and dependencies.
Assumption 2: The saving rate is constant
Saving rate s = Savings / National income
AVWL II Prof. Dr. Frank Heinemann Seite 27
3.3 The Solow Model
Capital, Production and Savings/Investments
),( NKFY =
),( NKFY tt =
ttt YsSI ==
ondepreciatiIK tt −=Δ
ttt KKK Δ+=+1
),( 11 NKFY tt ++ = tt YYGrowth −= +1
Savings/Invest-ment
Production / Income
Capital stock
Change of capital stock
AVWL II Prof. Dr. Frank Heinemann Seite 28
The Solow Model
GDP Yt = F(Kt,N)
Savings s Yt
Consumption Ct = (1 – s) Yt
Depreciation δ Kt
Saving rate s and depreciation rate δ are constant and between 0 and 1.
Assumption 3: Closed economy with balanced government budget ⇒ Gross investment = savings
Change of capital stock over time:
Kt+1 – Kt = s Yt – δ Kt
AVWL II Prof. Dr. Frank Heinemann Seite 29
The Solow Model
GDP Yt / N = F(Kt / N ,1)
Savings s Yt / N
Consumption Ct / N = (1 – s) Yt / N
Depreciation δ Kt / N
Change of capital stock over time:
Kt+1 – Kt s Yt – δ Kt
N N N N
Per capita values:
=
AVWL II Prof. Dr. Frank Heinemann Seite 30
The Solow model
Per capita values: GDP yt = f (kt)
Gross investment = saving s yt
consumption ct = (1 – s) yt
Depreciation δ kt
Change of capital intensity over time:
kt+1 – kt = s f(kt) – δ kt
Let yt = Yt / N, kt = Kt / N, ct = Ct / N
AVWL II Prof. Dr. Frank Heinemann Seite 31
The Solow Model
yt = f ( kt )
k
y
s yt
Consumption per employee
Savings per employee
capital intensity at period t
kt
AVWL II Prof. Dr. Frank Heinemann Seite 32
The Solow Model
yt = f ( kt )
k
y
savings s yt = gross investment
Depreciation δ kt
Increasing capital intensity
decreasing capital intensity
steady state k*
In steady state k* : gross investment = Depreciation => Net investment. = 0
AVWL II Prof. Dr. Frank Heinemann Seite 33
The Solow Model
Calculation of steady state k*: Change of capital intensity over time:
kt+1 – kt = s f(kt) – δ kt = 0
⇔ s f ( k* ) = δ k*
Solving this equation for k* gives the steady state (= long-term growth equation).
Production level in steady state y* = f(k*)
consumption in steady state c* = (1-s) y*
AVWL II Prof. Dr. Frank Heinemann Seite 34
The Solow Model
Total differentiation of the equation
gives:( *) '( *) * *f k ds s f k dk dkδ+ =
* ( *)0,
'( *)
dk f k
ds sf kδ⇔ = >
−as in steady state δ > s f ‘
( *) *s f k kδ=
Comparative statistics:
How does the steady state react to the saving rate?
> 0
AVWL II Prof. Dr. Frank Heinemann Seite 35
The Solow Model
yt = f ( kt )
k
y
savings s yt
depreciation δ kt
steady state k*
Slope: s f‘ (kt)
Slope δ
In steady state δ > s f‘ (kt)
AVWL II Prof. Dr. Frank Heinemann Seite 36
The Solow Model
k
y
s0 f(kt)
δ k
Increasing the savings rate from s0 to s1 increases the steady state and leads to temporary growth
s1 f(kt)
y0*
y1*
AVWL II Prof. Dr. Frank Heinemann Seite 37
The Solow Model
Following an increase in the savings rate:Increase of production level over time
t
y
In period t0, the saving rate increases from s0 to s1.
y0*
y1*
AVWL II Prof. Dr. Frank Heinemann Seite 38
The Solow Model
““What impact does the savings rate have on the growth rate of What impact does the savings rate have on the growth rate of production?production?””
The previous analysis provides us three answers to these questions:
1. A high savings rate causes a stronger growth of production for a certain period until the new steady state is reached.
2. The savings rate does not affect the long-term growth rate of production per employee. This growth rate is zero.
3. The saving rate determines the size of the long-term production level per employee. Ceteris paribus, countries with a higher saving rate, therefore, have a higher production level.
AVWL II Prof. Dr. Frank Heinemann Seite 39
AVWL II Prof. Dr. Frank Heinemann Seite 40
Examples of the Solow Model
The production function: let F(K,N) = 15 K2/3 N1/3,
Saving rate s = 20%, depreciation rate δ = 10%, labor N = 10 Mio.
a) Determine the intensity form of production function.
b) How high is the capital intensity in steady state?
c) How long will it take to reach steady state?
d) How high is the per-capita-consumption in steady state?
Answer in the lecture
AVWL II Prof. Dr. Frank Heinemann Seite 41
The Solow Model
y = f ( k )
k
y
s yt
c*(s) = per capita consumption in steady state at saving rate s
k*(s) capital intensity in steady state at saving rate s
AVWL II Prof. Dr. Frank Heinemann Seite 42
The Solow Model
y = f ( k )
k*(s)
y
Per capita consumption in steady states at different saving rate (s1 – s4)
s1 f ( k )
s2 f ( k )
s3 f ( k )
s4 f ( k )
AVWL II Prof. Dr. Frank Heinemann Seite 43
The Solow Model
c* (s)
Per capita consumption c
Maximum per capita consumption in a steady state
Saving rate sOptimale saving rate s* 10
AVWL II Prof. Dr. Frank Heinemann Seite 44
The Solow Model
The steady state of the Golden Rule gives a higher per-capita-consumption than every other steady state. [Edmund Phelps, Nobel price 2006]
Lit: Phelps (1961) The Golden Rule of Accumulation: A Fable for Growthman, AER 51, 638-643
The capital intensity in steady state of Golden Rule results from
max ( )k f k kδ−
Optimality condition '( )f k δ=Solving the equation for k gives ** 1' ( )k f δ−=
AVWL II Prof. Dr. Frank Heinemann Seite 45
The Solow Model
How do we figure out the steady state of the Golden Rule? With the optimal savings rate s*, the economy converges towards the steady state of the Golden Rule.
We can calculate s* from k**. In a steady state
( )sf k kδ=* ** **/ ( )s k f kδ=
Thus
AVWL II Prof. Dr. Frank Heinemann Seite 46
The Solow Model
yt = f ( kt )
k
y
s* yt
δ kt
Per capita consumption in steady state of
the Golden Rule
Golden Rule steady state k**
δ
s* = optimal savings rate
AVWL II Prof. Dr. Frank Heinemann Seite 47
The Solow Model
When the savings rate is under s*, a higher future consumption can only be reached by saving more. => Trade-off between current and future consumption
Time preference, distribution between generations is not considered in the Solow Model
AVWL II Prof. Dr. Frank Heinemann Seite 48
The Solow Model
With a saving rate above s*, a drop in capital stocks leads to a higher per capita consumption in (lower) steady state.
A decline in savings goes hand-in-hand with an increase in future consumption.
Current and future consumption can be increased.
Dynamic inefficiency!
The saving rate is too high!
AVWL II Prof. Dr. Frank Heinemann Seite 49
3.4 The Solow Model: Population Growth and Technological Progress
GDP Yt = F(Kt, AtNt)
Labor efficiency At
Savings s Yt
Consumption Ct = (1 – s) Yt
Depreciation δ Kt
Change of capital stocks over time:
Kt+1 – Kt = s Yt – δ Kt
Population growth Nt+1 = (1+n) Nt
Population growth rate n
Technological progress At+1 = (1+g) At
Rate of technological progress g
AVWL II Prof. Dr. Frank Heinemann Seite 50
The Solow Model: Population Growth and Technological Progress
constant return to scale => GDP per unit of labor efficiency
Change of capital intensity over time:
kt+1 – kt = ?
Capital intensity kt = Kt / (AtNt)
Gross investment = savings s yt
Consumption Ct/(AtNt) = ct = (1 – s) yt
Depreciation δ kt
yt = Yt / (AtNt) = F (Kt / (AtNt), 1) = f (kt)
AVWL II Prof. Dr. Frank Heinemann Seite 51
The Solow Model with Population growth and technological Progress
ttt k
ng
ksy−
++−+
=)1)(1(
)1( δ
)1()1(
)(
ng
kgnngsy tt
+++++−
=δ
ttt
ttt k
NA
Kkk −=−
++
++
11
11
Change of capital intensity over time:
Steady state k*: s f(k*) = (δ+g+n) k*
ttt
ttt kNnAg
KsYK−
++−+
=)1()1(
δ
)1)(1(
)1)(1(
)1)(1(
)1(
ng
kng
ng
ksy ttt
++++
−++
−+=
δ
gn is insignificant with small percentage values.
)1()1(
)(
ng
kngsy tt
++++−
≈δ
AVWL II Prof. Dr. Frank Heinemann Seite 52
The Solow Model: Population Growth and Technological Progress
yt = f ( kt )
k
y
savings s yt
(δ+g+n) kt
Increasing capital intensity
Decreasing capital intensity
steady state k*
AVWL II Prof. Dr. Frank Heinemann Seite 53
The Solow Model: Population Growth and Technological Progress
GDP per capita
GDP per unit of labor efficiency yt = Yt / (At Nt)
Yt / Nt = At yt
At = (1+g)t A0
At f(k*) = (1+g)t A0 f(k*)
GDP per capita in steady state
Growth rate of GDP per capita in steady state
= Rate of technological progress g
Growth rate of labor efficiency g
AVWL II Prof. Dr. Frank Heinemann Seite 54
The Solow Model: Population Growth and Technological ProgressPer capita magnitudes in steady state by technological progress
t
Per capita magnitudes of capital stock, output and consumption grow with the rate of technological progress in the long term
Kt / Nt = At k*
Y / N Yt / Nt = At f ( k* )
savings s Yt / Nt
consumption (1–s) Yt / Nt
AVWL II Prof. Dr. Frank Heinemann Seite 55
The Solow Model: Population Growth and Technological Progress
The capital intensity in steady state depends on s, n and g * * *( , , ) : ( ) ( )k s n g sf k n g kδ= + +
Total differentiation gives
* * * *'( ) ( )sf k dk n g dk k dnδ= + + +* *
*0
'( )
k k
n sf k n gδ∂
⇒ = <∂ − − −
* *
*
( )0
'( )
k f k
s n g sf kδ∂
= >∂ + + −
equivalently
AVWL II Prof. Dr. Frank Heinemann Seite 56
The Solow Model: Population Growth and Technological Progress
Golden Rule
**'( )f k n gδ= + +
Optimality condition
f ‘ = marginal product of capital
*
* *max ( ) ( )k
f k n g kδ− + +
k**:
** 1( ') ( )k f n gδ−= + +
AVWL II Prof. Dr. Frank Heinemann Seite 57
The Solow Model: Population Growth and Technological Progress
**** 1
''( ) 0''
dkf dk dn
dn f⇒ ⋅ = ⇔ = <
The capital intensity should increase with a decline in population growth.
**'( )f k n gδ= + +From the optimality condition
follows
AVWL II Prof. Dr. Frank Heinemann Seite 58
The Solow Model: Decline in Population Growth
k
y
(δ+n1+g) kt
With a decline in growth of population, less investments are necessary to maintain capital intensity. Therefore a constantsaving rate leads to a higher capital intensity.
s yt
sy0*sy1*
(δ+n0+g) kt
AVWL II Prof. Dr. Frank Heinemann Seite 59
The Solow Model: Decline in Population Growth
On the one hand, capital intensity should increase when n goes down.
On the other hand, the decline in population growth automatically leads to an increase in capital intensity with a constant savings rate.
How does the savings rate react to a decline in population growth?
AVWL II Prof. Dr. Frank Heinemann Seite 60
The Solow Model: Decline in Population Growth
Total differential of the equation
* **''( )
k kf ds dn dn
s n
⎡ ⎤∂ ∂⋅ + =⎢ ⎥∂ ∂⎣ ⎦
Comparative statistics:
* *'( ( , , ))f k s n g n gδ= + +
( )''( )
'( )
f ds k dnf dn
n g sfδ⋅ −
⇔ ⋅ =+ + − ⋅
gives
''( ) ( ) ''( ) ( '( ))f f ds f k dn n g sf dnδ⇔ ⋅ ⋅ − ⋅ = + + − ⋅
Inserting the formula from Slide 54 gives
AVWL II Prof. Dr. Frank Heinemann Seite 61
The Solow Model: Decline in Population Growth
'( ) ''( )
''( ) ( )
ds n g sf f k
dn f f
δ + + − ⋅ + ⋅⇔ =
⋅ ⋅The denominator is negative. The numerator can be either positive or negative!
A clear answer to the question of whether the savings rate rises or falls with a decline in n can be only reached with more information of production function.
When the saving rate cannot adjust, can k increase beyond the Golden Rule?
► Over investment ! ► Japan ?
AVWL II Prof. Dr. Frank Heinemann Seite 62
The Solow Model: Decline in Population Growth
Consumption per unit of labor efficiency with a decline of n and a constant savings rate.
t
c
At period t0 the growth rate of the working population drops from n0 to n1.
c0*
c1* c1* = (1-s) f(k1*)
c0* = (1-s) f(k0*)
AVWL II Prof. Dr. Frank Heinemann Seite 63
The Solow Model: Population Growth and Technological Progress
t
C / N
C0*/N = (1-s) At f(k0*)
C1*/N = (1-s) At f(k1*)
Consumption per capita with a decline of n and a constant savings rate
At period t0 the growth rate of the working population drops from n0 to n1.
AVWL II Prof. Dr. Frank Heinemann Seite 64
The Solow Model: Example
Example: f(k) = kα 0 < α < 1
Steady state: ( ) ( )sf k n g kδ= + +
( )sk n g kα δ⇔ = + +
1k n gαα δ−⇔ = + +
'( )f k n gδ= + +
1
1sk
n g
α
δ
−⎛ ⎞⇔ = ⎜ ⎟+ +⎝ ⎠
Golden Rule: 1
1
kn g
ααδ
−⎛ ⎞⇔ = ⎜ ⎟+ +⎝ ⎠
AVWL II Prof. Dr. Frank Heinemann Seite 65
The Solow Model: Example
In steady state the Golden Rule holds:
s α=
1 1
1 1sk
n g n g
α ααδ δ
− −⎛ ⎞ ⎛ ⎞= =⎜ ⎟ ⎜ ⎟+ + + +⎝ ⎠ ⎝ ⎠
Hence it follows:
The production function f(k) = kα
describes a limiting case where the optimal savings rate is independent of n.
AVWL II Prof. Dr. Frank Heinemann Seite 66
The Solow Model
The Solow model describes the optimal saving in steady state.
Adjustment process takes time though. The Solow model does not describe the optimal adjustment track.
The ‘optimal savings rate’ maximizes the per capita consumption in steady state. The steady state will never be completely reached.
Time preference: future consumption should be discounted. Consumption during the adjustment phase must be considered.
These critiques are considered by the Ramsey model.
Recession studies: business cycles, growth and employment