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Transcript of Tarun Das Lecture Productivity-1
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UNSIAP TARUN DAS SESSION 17-18 PRODUCTIVITY 1
Production Functions and
Productivity MeasuresProfessor Tarun Das
Economic Adviser, MOF, India
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Contents
1. Production Function2. Cobb Douglas Production Function3. Equilibrium conditions4. Total Factor Productivity5. Solow Residual and Growth Accounting
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1.1 Production Function: Definition A technical relation which connects factor inputs and
outputs represents technology of a firm, industry or the economy includes all the technically efficient methods of production
a) Method of production: Combination of inputs (factors)required to produce one unit of output.
b) Technically efficient method of production: When there
are two methods A & B, A is said to be more technicallyefficient than B, if A uses less of at least one factor and nomore of other factors compared to B
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1.2 Isoquant: Let us assume that a firm uses two factors Labor (L) andCapital (K) and produces a single Output (Q). Then the production function
is given by Q = f (K, L). An isoquant is the locus of all feasible mix of
inputs (K, L) which produce the same level of output (Q). Q = f (K, L)
a) Linear isoquant
Perfect Substitutability
b)
Perfect complementarity of inputs
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UNSIAP TARUN DAS SESSION 17-18 PRODUCTIVITY 5
c) Smooth curve isoquant:
Continuous substitutability of K and L over a
certain range, beyond which factors cannotsubstitute each other.
Isoquant
0
100
200
300
400
0 5 10
Capital
Labor
L
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General Production Function
1.3 General form of a production functionX = f (L,K,, )
Where X= value added
L= labour input
K= capital input
= Returns to scale parameter
= efficiency parameter (reflectingentrepreneurial- organizational aspects)
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1.4 Important concepts involved in production functions
There are two broad concepts of productivity averageproduct (AP) and marginal product (MP).Averageproduct measures the output per unit of an input, whereasmarginal product means rate of change in output due to
change in input by one unit.
Average product of factors APL = Q / L, APK = Q / K
Marginal product of factorsMPL = X/ L, MPK = X/ K
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1.5 A Numerical Example
L Y APL = Y/L MPL =dY/dL
1 631 631 631
2 956 478 325
3 1220 407 263
4 1450 362 230
5 1657 331 208
6 1849 308 192
7 2028 290 1798 2197 275 169
9 2358 262 161
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UNSIAP TARUN DAS SESSION 17-18 PRODUCTIVITY 9
1.6 Important concepts involved in production functions
I)Average product is always positive. But, marginal product may bepositive, zero or negative. However, production theory concentrates
only on the efficient part of the production function (MPL>0 and MPK>0).
Also, the production theory concentrates only on the diminishing (but
positive) part of the marginal product. That is
MPL>0 and ( MPL )/ L=2X/ L2 < 0MPK>0 and ( MPK )/ K=
2X/ K2 < 0
ii)Marginal Rate of Substitution (MRS): The slope of the isoquant -K/
L is called the MRS or the rate of technical substitution. It defines the
degree of substitutability of factors.
-K/ L = (X/ L) / (X/ K) = MPL/ MPK
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1.7 Factor Intensity:
(iii) Factor intensity: Slope of the line joining origin to the isoquant
gives the factor intensity. The lower part of the isoquant is more
labour intensive while the upper part is more capital intensive.
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1.8 Some Important Concepts
iv) Elasticity of substitution: MRS depends upon the units ofmeasurement. Elasticity of substitution is a unit-free measure and is
defined as follows
= [(K/L)/(K/L)] / [(MRS)/(MRS)]
v) Product Lines:A product line shows the physical movement fromone isoquant to another, which is the same as the change in output
from level to another, resulting from change in one or both of the
factors of production.
vi) Isocline: Isocline is the locus of points on different isoquantswhere the MRS is constant. For homogenous functions, the isoclines
are straight lines passing through the origin and the K/L ratio (factor
intensity) is constant along the isocline. However, in case of non-
homogenous production functions, isoclines are not straight lines and
the K/L ratio (factor intensity) is not constant along the isocline.
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1.8 Applications
Cobb-Douglas Production Function
X=b0Lb1K
b2
i) Marginal Product of Factors
MPL = X/ L = b0b1L
b
1
-1
K
b
2 = b1/L[b0L
b
1K
b
2] = b1/L. X = b1. APL
Similarly, MPK = X/ K = b2/K. X = b2. APK
ii) MRS
--K/ L = MPL/ MPK = [b1/L. X] / [b2/K. X] = [b1/ b2]. [K/ L]
iii) Elasticity of Substitution
= [(K/L)/(K/L)] / [(MRS)/(MRS)]=
[(K/L)/(K/L)]/[[b1/ b2]. [K/ L]/ [b1/ b2]. [K/ L]] = 1
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1.9 Homogeneityand Returns to Scale
Suppose the production function is X= f (L, K) and we increase the inputs
P times, then the new output is X* = f (PL, PK).
If X*= f (PL, PK) = PF. f (L,K) = PF. X, then the production
function is said to be homogenous of degree F.
Otherwise it is a non-homogenous production function.
There are three possible cases of a homogenous production functions.
F=1; Constant returns to scale => Output increases in the same
proportion as inputs
F Output increases less than
proportionately with inputs
F>1; Increasing returns to scale => Output increases more than
proportionately with inputs
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2.1 Cobb-Douglas Production Function
In economics, the Cobb-Douglas functional form ofproduction function is the most oswidely used function torepresent the relationship of an output to inputs. It was
proposed by Kunt Wicksell (1851-1926), and testedagainst statistical evidence by Paul Douglas and Charles
Cobb in 1928. For production, the function isY = ALK,
where: Y= output; L = labor input ; K=capital inputand A, and are constants determined by technology.
If + = 1, the production function has constant returnsto scale
If + < 1, returns to scale are decreasing, and
If + > 1, returns to scale are increasing.
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3.1 Equilibrium of the Firm
a)Maximization of output subject to a cost constraint
Max X=f(L,K) subject to C = wL+rK
C-wL-rK=0 => Max X = Max = X+(C-wL-rK) where is theLagrangian multiplier
/ K =X/ K r = 0 => = 1/r. X/ K
/ L =X/ L w = 0 => = 1/w. X/ L
Equating the values of we get [X/ L]/[X/ K] = MPL/ MPK = w/r
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3.2 Minimization of cost subject to a output constraint
Min C = wL+rK subject to X=f(L,K)
X-f(L,K)=0 => Min C = Min = wL+rK+(X-f(L,K))
/ K =r-.X/ K = 0 => = r/[X/ K].
/ L =w-.X/ L = 0 => = w/[X/ L]
Equating the values of we get [X/ L]/[X/ K] = MPL/ MPK = w/r
Therefore the conditions for equilibrium of the firm are
i) MPL/ MPK = w/r
ii) The isoquants are convex to the origin
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3.3 Choice of the optimal expansion path
The optimal expansion path in the long run is the locus of
points of tangency of isocost lines and successive isoquants. If the
production function is homogenous, the expansion path is a straight
line through the origin with the slope being equal to the ratio of
factor prices. In the short run, it is a straight line parallel to the axis
of the variable factor
Cost Function from Production Function
Production Function: X = f(I)
Isocost Line: C = g(I)
X = f(I) => I=f-1(X) => C=g(f-1(X)) => C=h(X) (Cost Function)
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3.4 Constant Elasticity of Substitution (CES)
Production Function
CES production function has got two major characteristics.
i) It is homogenous of degree one
ii) It has a constant elasticity of substitution ()
PF s that lack one or both these features do not belong to the classofCES. For instance a P.F. of the form q = A. Kb1L
b2 have a
constant unit elasticity of substitution. However, they are
homogenous of degree one only if b1+b2 =1 (Cobb-Douglas with
constant returns). Therefore, none of the PF s of this general form,
except Cobb-Douglas, can be classified as CES production
functions.
CES P.F. = A[b1K-+ (1-b1)L
-] -1/
Where A>0 and 0
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3.5 CES Production FunctionThe marginal product of the factors is
q / K = b1/A .(q/K) 1+ and q / L = (1-b1)/A .(q/L) 1+, which arepositive in the domain x1, x2 >0
The MRS = b1/(1-b1). (L/K)1+.
Elasticity of substitution is given by = 1/(1+ ) => = (1- )/. The MRS
is decreasing and the isoquants are convex for >-1=> >0.
The equilibrium condition
MRS = b1/(1-b1). (L/K)1+. But, 1+ = 1/. Substituting this and equating
MRS to the ratio of factor prices we get,
MRS = b1/(1-b1). (L/K)1/ = r/w
L/K = a (r/w) where a= b1/(1-b1) ------------------(*)
(*) shows that in CES production function, the input ratio is a simple power
function of the input price ratio.
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3.6 CES Production Function
Applying logarithms on both sides of (*) we get
log (L/K) = log a + log (r/w) ------------(**)
It can be seen that (**) is simple log-linear regression. When you run this
regression (**), the slope coefficient gives you the elasticity of substitution.
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4.1 Total Factor Productivity
Take Cobb-Douglas Production Function
Y = ALK,
where: Y= output; L = labor input ;
K=capital input and A, and areconstants determined by technology.
Assuming perfect competition, and can
be shown to be labour and capital's share ofoutput, and undert constant returns to scale
+ = 1.
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4.2 Total Factor Productivity
The Cobb-Douglas function form can be estimated as
a linear relationship using the following expression:
Log Y = log A + E log L + F log K
Here, an increase in national income Y is explained by
an increase in the capital available (K), an increase
in the labor force (L), or an improvement in the
productivity used (A).The Production Function
shows that there are two factors involved in
economic growth
viz.factor accumulation andimprovements in efficiency.
Total-factor productivity (TFP) addresses any effects
in total output not caused by inputs or productivity.
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4.3 Total Factor Productivity
The levels of national income, the capital stock, and the sizeof the labor force can all be estimated through widelyavailable economic statistics.
A regression line can then be estimated to explain the levelof national income in terms of labor, capital and a residual.
A change in the residual, total factor productivity, represents
the change in national income that is not explained bychanges in the level of inputs (capital and labor) used.
Total Factor Productivity can be measured by A=Q/(Lx Ky)
This is normally taken as a measure of the level oftechnology employed. The annualized growth rate of A iscalled the Solow Residual. Over longer periods of time, it
may be used as a measure of technological change. Overshorter periods of time, it could reflect the effect of thebusiness cycles.
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5.1 Solow Residual
The Solow residual is a number describing empiricalproductivity growth in an economy from year to year anddecade to decade. Robert Solow defined rising
productivity as rising output with constant capital andlabor input.
It is a residual" because it is the part of growth thatcannot be explained through capital accumulation. TheSolow Residual is procyclical and is sometimes called therate of growth of total factor productivity.
Solows model is given by
Ln (Y(t)) = ln (A(t) + E ln (K(t)) + (1 - E ) ln (L(t)) + I
Or, ln (A(t)) = Ln (Y(t)) - E ln (K(t)) - (1 - E ) ln (L(t))
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5.2 Solow Growth Accounting Model
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5.3 Griliches-Jorgenson Dual Approach
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Thank you
Have a Good Day