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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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    UNSIAP TARUN DAS SESSION 17-18 PRODUCTIVITY 2

    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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    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