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Slide 1©2002 South-Western Publishing
Production Economics
Chapter 7
• Managers must decide not only what to produce for
the market, but also how to produce it in the most
efficient or least cost manner.
• Economics offers a widely accepted tool for judging
whether or not the production choices are least cost.
• A production function relates the most that can be
produced from a given set of inputs. This allows the
manager to measure the marginal product of each
input.
Slide 2
• Short Run Production Functions:
» Max output, from a n y set of
inputs
» Q = f ( X1, X2, X3, X4, ... )
FIXED IN SR VARIABLE IN SR
_Q = f ( K, L) for two input case, where K as Fixed
1. Production Economics:
In the Short Run
Slide 3
• Average Product = Q / L
» output per labor
• Marginal Product = ∂ Q / ∂ L = dQ /
dL
» output attributable to last unit of labor applied
• Similar to profit functions, the Peak of MP
occurs before the Peak of average product
• When MP = AP, we’re at the peak of the
AP curve
Slide 4
Production Elasticities
• The production elasticity for any input, X, EX =
MPX / APX = (∆Q/∆X) / (Q/X) = (∆Q/∆X)·(X/Q),
which is identical in form to other elasticities.
• When MPL > APL, then the labor elasticity, EL > 1. A
1 percent increase in labor will increase output by
more than 1 percent.
• When MPL < APL, then the labor elasticity, EL < 1. A
1 percent increase in labor will increase output by
less than 1 percent.
Slide 5
Short Run Production Function
Numerical Example
L Q MP AP
0 0 --- ---
1 20 20 20
2 46 26 23
3
4
5
70
92
110
24
22
18
23.33
23
22
Marginal Product
L
1 2 3 4 5
Average
Product
Labor Elasticity is greater then one,
for labor use up through L = 3 units
Slide 6
• When MP > AP, then AP is RISING
» IF YOUR MARGINAL GRADE IN THIS CLASS IS
HIGHER THAN YOUR AVERAGE GRADE
POINT AVERAGE, THEN YOUR G.P.A. IS
RISING
• When MP < AP, then AP is FALLING
» IF THE MARGINAL WEIGHT ADDED TO A
TEAM IS LESS THAN THE AVERAGE WEIGHT,
THEN AVERAGE TEAM WEIGHT DECLINES
• When MP = AP, then AP is at its MAX
» IF THE NEW HIRE IS JUST AS EFFICIENT AS
THE AVERAGE EMPLOYEE, THEN AVERAGE
PRODUCTIVITY DOESN’T CHANGE
Slide 7
Law of Diminishing Returns
INCREASES IN ONE FACTOR OF PRODUCTION,
HOLDING ONE OR OTHER FACTORS FIXED,
AFTER SOME POINT,
MARGINAL PRODUCT DIMINISHES.
A SHORT
RUN LAW
point of
diminishing
returns
Variable input
MP
Slide 8
Three stages of production
• Stage 1: average
product rising.
• Stage 2: average
product declining
(but marginal product
positive).
• Stage 3: marginal
product is negative,
or total product is
declining.
L
Total Output
Stage 1
Stage 2
Stage 3
Slide 9
Optimal Employment of a Factor
• HIRE, IF GET MORE
REVENUE THAN
COST
• HIRE if
∆ TR/∆ L >
∆ TC/∆ L
• HIRE if
MRP L> MFC L
• AT OPTIMUM,
MRPL= W
MRP L ≡ MPL• P Q = W
optimal labor
MP L
MRP L
W W
L
wage
•
Slide 10
MRP L is the Demand for Labor
• If Labor is MORE
productive, demand for
labor increases
• If Labor is LESS
productive, demand for
labor decreases
• Suppose an
EARTHQUAKEEARTHQUAKE destroys
capital →
• MP L declines with less
capital, wages and
labor are HURT
D L
D’ L
S L
W↓
L’ L
Slide 11
2. Long Run Production Functions
• All inputs are variable
» greatest output from any set of inputs
• Q = f( K, L ) is two input example
• MP of capital and MP of labor are the
derivatives of the production function
» MPL = ∂ Q / ∂ L = ∆Q / ∆L
• MP of labor declines as more labor is
applied. Also MP of capital declines as
more capital is applied.
Slide 12
Homogeneous Functions of
Degree n
• A function is homogeneous of degree-n
» if multiplying all inputs by λ, increases the
dependent variable by λ n
» Q = f ( K, L)
» So, f( λ K, λ L) = λ n•
Q
• Homogenous of degree 1 is CRS.
• Cobb-Douglas Production Functions are
homogeneous of degree α + β
Slide 13
Cobb-Douglas Production Functions:
• Q = A • K α
• L β
is a Cobb-Douglas
Production Function
• IMPLIES:
» Can be IRS, DRS or CRS:
if α + β = 1, then CRS
if α + β < 1, then DRS
if α + β > 1, then IRS
• Coefficients are elasticities
α is the capital elasticity of output
β is the labor elasticity of output,
which are EK and EL
Slide 14
Problem
Suppose: Q = 1.4 L.70
K .35
• Is the function homogeneous?
• Is the production function constant returns
to scale?
• What is the labor elasticity of output?
• What is the capital elasticity of output?
• What happens to Q, if L increases 3% and
capital is cut 10%?
Slide 15
Answers
• Increases in all inputs by λ, increase output
by λ1.05
• Increasing Returns to Scale
• .70
• .35
• %∆Q= EQL• %∆L+ EQK • %∆K = .7(+3%) +
.35(-10%) = 2.1% -3.5% = -1.4%
Slide 16
Isoquants & LR Production Functions
• In the LONG RUN,
ALL factors are variable
• Q = f ( K, L )
• ISOQUANTS -- locus
of input combinations
which produces the
same output
• SLOPE of ISOQUANT
is ratio of Marginal
Products
ISOQUANT
MAP
B
A
C
Q1
Q2
Q3
K
L
Slide 17
Optimal Input Combinations
in the Long Run
• The Objective is to
Minimize Cost for a
given Output
• ISOCOST lines are the
combination of inputs for a
given cost
• C0 = CX·X + CY·Y
• Y = C0/CY - (CX/CY)·X
• Equimarginal Criterion
Produce where
MPX/CX = MPY/CY
where marginal products
per dollar are equal
Q1
E
X
Y
at E, slope of
isocost = slope
of isoquant
Slide 18
Use of the Efficiency Criterion
• Is the following firm
EFFICIENT?
• Suppose that:
» MPL= 30
» MP K = 50
» W = 10 (cost of labor)
» R = 25 (cost of capital)
• Labor: 30/10 = 3
• Capital: 50/25 = 2
• A dollar spent on labor
produces 3, and a dollar
spent on capital produces 2.
• USE RELATIVELY MORE
LABOR
• If spend $1 less in capital,
output falls 2 units, but rises
3 units when spent on labor
Slide 19
What Went Wrong With
Large-Scale Electrical Generating Plants?
• Large electrical plants had cost advantages
in the 1970s and 1980s because of
economies of scale
• Competition and purchased power led to an
era of deregulation
• Less capital-intensive
generating plants appear
now to be cheapest
Slide 20
Economies of Scale
• CONSTANT RETURNS TO SCALE (CRS)
» doubling of all inputs doubles output
• INCREASING RETURNS TO SCALE (IRS)
» doubling of all inputs MORE than doubles output
• DECREASING RETURNS TO SCALE (DRS)
» doubling of all inputs DOESN’T QUITE double output
Slide 21
Increasing Returns to Scale
• Specialization in the use of capital and labor. Labor
becomes more skilled at tasks, or the equipment is
more specialized, less "a jack of all trades," as scale
increases.
• Other advantages include: avoid inherent lumpiness
in the size of equipment, quantity discounts,
technical efficiencies in building larger volume
equipment.
REASONS FOR
Slide 22
DECREASING RETURNS TO SCALE
REASONS FOR
• Problems of coordination and control as it is
hard to send and receive information as the scale
rises.
• Other disadvantages of large size:
» slow decision ladder
» inflexibility
» capacity limitations on entrepreneurial skills
(there are diminishing returns to the C.E.O.
which cannot be completely delegated).
Slide 23
Economies of Scope
• FOR MULTI-PRODUCT FIRMS,
COMPLEMENTARY IN PRODUCTION MAY
CREATE SYNERGIES
» especially common in Vertical Integration of firms
• TC( Q1+ Q 2) < TC (Q1 ) + TC (Q2 )
+ = Cost
Efficiencies
Chemical
firm
Petroleum
Slide 24
Statistical Estimation of
LR Production Functions
Choice of data sets
• cross section
» output and input measures from a group of
firms
» output and input measures from a group of
plants
• time series
» output and input data for a firm over time
Slide 25
Industries vary -- hence, the appropriate
variables for estimation are industry-specific
» single product firms vs. multi-product firms
» multi-plant firms
» services vs. manufacturing
» measurable output (goods) vs non-measurable output
(customer satisfaction)
Estimation Complexities
Slide 26
Choice of Functional Form
• Linear ? Q = a • K + b • L
» is CRS
» marginal product of labor is constant, MPL= b
» can produce with zero labor or zero capital
» isoquants are straight lines -- perfect substitutes in
production
K
L
Q3
Q2
Slide 27
• Multiplicative -- Cobb Douglas
Production Function
Q = A • K α
• L β
• IMPLIES
» Can be CRS, IRS, or DRS
» MPL = β • Q/L
» MPK= α • Q/K
» Cannot produce with zero L or zero K
» Log linear -- double log
Ln Q = a + α • Ln K + β • Ln L
» coefficients are elasticities
Slide 28
• Data on 15 plants that produce fertilizer
» what sort of data set is this?
» what functional form should we try?
• Determine if IRS, DRS, or CRS
• Test if coefficients are statistically
significant
• Determine labor and capital production
elasticities and give an economic
interpretation of each value
CASE: Wilson Company
pages 315-316
Slide 29
Output Capital Labor
1 605.3 18891 700.2
2 566.1 19201 651.8
3 647.1 20655 822.9
4 523.7 15082 650.3
5 712.3 20300 859.0
6 487.5 16079 613.0
7 761.6 24194 851.3
8 442.5 11504 655.4
9 821.1 25970 900.6
10 397.8 10127 550.4
11 896.7 25622 842.2
12 359.3 12477 540.5
13 979.1 24002 949.4
14 331.7 8042 575.7
15 1064.9 23972 925.8
Ln-Output Ln-Cap Ln-labor
6.40572 9.8464 6.55137
6.33877 9.8627 6.47974
6.47250 9.9357 6.71283
6.26092 9.6213 6.47743
6.56850 9.9184 6.75577
6.18929 9.6853 6.41837
6.63542 10.0939 6.74676
6.09244 9.3505 6.48525
6.71064 10.1647 6.80306
5.98595 9.2230 6.31065
6.79872 10.1512 6.73602
5.88416 9.4316 6.29249
6.88663 10.0859 6.85583
5.80423 8.9924 6.35559
6.97064 10.0846 6.83066
Data Set: 15 plants
Slide 30
The linear regression equation is
Output = - 351 + 0.0127 Capital + 1.02 Labor
Predictor Coef Stdev t-ratio p
Constant -350.5 123.0 -2.85 0.015
Capital .012725 .007646 1.66 0.122
Labor 1.0227 0.3134 3.26 0.007
s = 73.63 R-sq = 91.1% R-sq(adj) = 89.6%
Slide 31
The double-linear regression equation is
LnOutput = - 4.75 + 0.415 Ln-Capital + 1.08 Ln-Labor
Predictor Coeff Stdev t-ratio p
Constant -4.7547 0.8058 -5.90 0.000
Ln-Capital 0.4152 0.1345 3.09 0.009
Ln-Labor 1.0780 0.2493 4.32 0.001
s = 0.08966 R-sq = 94.8% R-sq(adj) = 94.0%
Which form fits better--linear or double log?
Are the coefficients significant?
What is the labor and capital elasticities of output?
Slide 32
Suppose the following
production function is
estimated to be:
ln Q = 2.33 + .19 ln K + .87 ln L
R 2
= .97
Q U E S T I O N S:
1. Is this
constant returns to
scale?
2. If L increases
2% what happens
to output?
3. What’s the MPL
at L = 50, K =
100, & Q = 741
More Problems
Slide 33
Answers
1.) Take the sum of the coefficients
.19 + .87 = 1.06 , which shows
that this production function is Increasing
Returns to Scale
2.) Use the Labor Elasticity of Output
%∆Q = E L • %∆L
%∆Q = (.87)•(+2%) = +1.74%
3). MPL = b Q/L = .87•(741 / 50) = 12.893
Slide 34
Electrical Generating Capacity
• A cross section of 20 electrical utilities
(standard errors in parentheses):
• Ln Q = -1.54 + .53 Ln K + .65 Ln L
(.65) (.12) (.14) R 2
= .966
• Does this appear to be constant
returns to scale?
• If increase labor 10%, what happens to
electrical output?
Slide 35
Answers
• No, constant returns to scale. Of
course, its increasing returns to scale
as sum of coefficients exceeds one.
» .53 + .65 = 1.18
• If %∆L = 10%, then %∆Q = E L• %∆L
= .65(10%) = 6.5%
Slide 36
Lagrangians and Output
Maximization: Appendix 7A
• Max output to a cost objective. Let r be the cost
of capital and w the cost of labor
• Max L = A • K α
• L β
- λ { w•L + r•K - C}
LK: α•A• K α-1
•Lβ
- r •λ = 0 MPK = r
LL: β•A• K α
•Lβ−1
- w •λ = 0 MPL = w
Lλ: C - w•L - r•K = 0
• Solution α Q/K / β Q/L = w / r
• or MPK / r = MPL /w
}
Slide 37
Production and Linear
Programming: Appendix 7B
• Manufacturers have alternative production
processes, some involving mostly labor, others
using machinery more intensively.
• The objective is to maximize output from these
production processes, given constraints on the
inputs available, such as plant capacity or
union labor contract constraints.
• The linear programming techniques are
discussed in Web Chapter B.

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Chapter 7: Production Economics

  • 1. Slide 1©2002 South-Western Publishing Production Economics Chapter 7 • Managers must decide not only what to produce for the market, but also how to produce it in the most efficient or least cost manner. • Economics offers a widely accepted tool for judging whether or not the production choices are least cost. • A production function relates the most that can be produced from a given set of inputs. This allows the manager to measure the marginal product of each input.
  • 2. Slide 2 • Short Run Production Functions: » Max output, from a n y set of inputs » Q = f ( X1, X2, X3, X4, ... ) FIXED IN SR VARIABLE IN SR _Q = f ( K, L) for two input case, where K as Fixed 1. Production Economics: In the Short Run
  • 3. Slide 3 • Average Product = Q / L » output per labor • Marginal Product = ∂ Q / ∂ L = dQ / dL » output attributable to last unit of labor applied • Similar to profit functions, the Peak of MP occurs before the Peak of average product • When MP = AP, we’re at the peak of the AP curve
  • 4. Slide 4 Production Elasticities • The production elasticity for any input, X, EX = MPX / APX = (∆Q/∆X) / (Q/X) = (∆Q/∆X)·(X/Q), which is identical in form to other elasticities. • When MPL > APL, then the labor elasticity, EL > 1. A 1 percent increase in labor will increase output by more than 1 percent. • When MPL < APL, then the labor elasticity, EL < 1. A 1 percent increase in labor will increase output by less than 1 percent.
  • 5. Slide 5 Short Run Production Function Numerical Example L Q MP AP 0 0 --- --- 1 20 20 20 2 46 26 23 3 4 5 70 92 110 24 22 18 23.33 23 22 Marginal Product L 1 2 3 4 5 Average Product Labor Elasticity is greater then one, for labor use up through L = 3 units
  • 6. Slide 6 • When MP > AP, then AP is RISING » IF YOUR MARGINAL GRADE IN THIS CLASS IS HIGHER THAN YOUR AVERAGE GRADE POINT AVERAGE, THEN YOUR G.P.A. IS RISING • When MP < AP, then AP is FALLING » IF THE MARGINAL WEIGHT ADDED TO A TEAM IS LESS THAN THE AVERAGE WEIGHT, THEN AVERAGE TEAM WEIGHT DECLINES • When MP = AP, then AP is at its MAX » IF THE NEW HIRE IS JUST AS EFFICIENT AS THE AVERAGE EMPLOYEE, THEN AVERAGE PRODUCTIVITY DOESN’T CHANGE
  • 7. Slide 7 Law of Diminishing Returns INCREASES IN ONE FACTOR OF PRODUCTION, HOLDING ONE OR OTHER FACTORS FIXED, AFTER SOME POINT, MARGINAL PRODUCT DIMINISHES. A SHORT RUN LAW point of diminishing returns Variable input MP
  • 8. Slide 8 Three stages of production • Stage 1: average product rising. • Stage 2: average product declining (but marginal product positive). • Stage 3: marginal product is negative, or total product is declining. L Total Output Stage 1 Stage 2 Stage 3
  • 9. Slide 9 Optimal Employment of a Factor • HIRE, IF GET MORE REVENUE THAN COST • HIRE if ∆ TR/∆ L > ∆ TC/∆ L • HIRE if MRP L> MFC L • AT OPTIMUM, MRPL= W MRP L ≡ MPL• P Q = W optimal labor MP L MRP L W W L wage •
  • 10. Slide 10 MRP L is the Demand for Labor • If Labor is MORE productive, demand for labor increases • If Labor is LESS productive, demand for labor decreases • Suppose an EARTHQUAKEEARTHQUAKE destroys capital → • MP L declines with less capital, wages and labor are HURT D L D’ L S L W↓ L’ L
  • 11. Slide 11 2. Long Run Production Functions • All inputs are variable » greatest output from any set of inputs • Q = f( K, L ) is two input example • MP of capital and MP of labor are the derivatives of the production function » MPL = ∂ Q / ∂ L = ∆Q / ∆L • MP of labor declines as more labor is applied. Also MP of capital declines as more capital is applied.
  • 12. Slide 12 Homogeneous Functions of Degree n • A function is homogeneous of degree-n » if multiplying all inputs by λ, increases the dependent variable by λ n » Q = f ( K, L) » So, f( λ K, λ L) = λ n• Q • Homogenous of degree 1 is CRS. • Cobb-Douglas Production Functions are homogeneous of degree α + β
  • 13. Slide 13 Cobb-Douglas Production Functions: • Q = A • K α • L β is a Cobb-Douglas Production Function • IMPLIES: » Can be IRS, DRS or CRS: if α + β = 1, then CRS if α + β < 1, then DRS if α + β > 1, then IRS • Coefficients are elasticities α is the capital elasticity of output β is the labor elasticity of output, which are EK and EL
  • 14. Slide 14 Problem Suppose: Q = 1.4 L.70 K .35 • Is the function homogeneous? • Is the production function constant returns to scale? • What is the labor elasticity of output? • What is the capital elasticity of output? • What happens to Q, if L increases 3% and capital is cut 10%?
  • 15. Slide 15 Answers • Increases in all inputs by λ, increase output by λ1.05 • Increasing Returns to Scale • .70 • .35 • %∆Q= EQL• %∆L+ EQK • %∆K = .7(+3%) + .35(-10%) = 2.1% -3.5% = -1.4%
  • 16. Slide 16 Isoquants & LR Production Functions • In the LONG RUN, ALL factors are variable • Q = f ( K, L ) • ISOQUANTS -- locus of input combinations which produces the same output • SLOPE of ISOQUANT is ratio of Marginal Products ISOQUANT MAP B A C Q1 Q2 Q3 K L
  • 17. Slide 17 Optimal Input Combinations in the Long Run • The Objective is to Minimize Cost for a given Output • ISOCOST lines are the combination of inputs for a given cost • C0 = CX·X + CY·Y • Y = C0/CY - (CX/CY)·X • Equimarginal Criterion Produce where MPX/CX = MPY/CY where marginal products per dollar are equal Q1 E X Y at E, slope of isocost = slope of isoquant
  • 18. Slide 18 Use of the Efficiency Criterion • Is the following firm EFFICIENT? • Suppose that: » MPL= 30 » MP K = 50 » W = 10 (cost of labor) » R = 25 (cost of capital) • Labor: 30/10 = 3 • Capital: 50/25 = 2 • A dollar spent on labor produces 3, and a dollar spent on capital produces 2. • USE RELATIVELY MORE LABOR • If spend $1 less in capital, output falls 2 units, but rises 3 units when spent on labor
  • 19. Slide 19 What Went Wrong With Large-Scale Electrical Generating Plants? • Large electrical plants had cost advantages in the 1970s and 1980s because of economies of scale • Competition and purchased power led to an era of deregulation • Less capital-intensive generating plants appear now to be cheapest
  • 20. Slide 20 Economies of Scale • CONSTANT RETURNS TO SCALE (CRS) » doubling of all inputs doubles output • INCREASING RETURNS TO SCALE (IRS) » doubling of all inputs MORE than doubles output • DECREASING RETURNS TO SCALE (DRS) » doubling of all inputs DOESN’T QUITE double output
  • 21. Slide 21 Increasing Returns to Scale • Specialization in the use of capital and labor. Labor becomes more skilled at tasks, or the equipment is more specialized, less "a jack of all trades," as scale increases. • Other advantages include: avoid inherent lumpiness in the size of equipment, quantity discounts, technical efficiencies in building larger volume equipment. REASONS FOR
  • 22. Slide 22 DECREASING RETURNS TO SCALE REASONS FOR • Problems of coordination and control as it is hard to send and receive information as the scale rises. • Other disadvantages of large size: » slow decision ladder » inflexibility » capacity limitations on entrepreneurial skills (there are diminishing returns to the C.E.O. which cannot be completely delegated).
  • 23. Slide 23 Economies of Scope • FOR MULTI-PRODUCT FIRMS, COMPLEMENTARY IN PRODUCTION MAY CREATE SYNERGIES » especially common in Vertical Integration of firms • TC( Q1+ Q 2) < TC (Q1 ) + TC (Q2 ) + = Cost Efficiencies Chemical firm Petroleum
  • 24. Slide 24 Statistical Estimation of LR Production Functions Choice of data sets • cross section » output and input measures from a group of firms » output and input measures from a group of plants • time series » output and input data for a firm over time
  • 25. Slide 25 Industries vary -- hence, the appropriate variables for estimation are industry-specific » single product firms vs. multi-product firms » multi-plant firms » services vs. manufacturing » measurable output (goods) vs non-measurable output (customer satisfaction) Estimation Complexities
  • 26. Slide 26 Choice of Functional Form • Linear ? Q = a • K + b • L » is CRS » marginal product of labor is constant, MPL= b » can produce with zero labor or zero capital » isoquants are straight lines -- perfect substitutes in production K L Q3 Q2
  • 27. Slide 27 • Multiplicative -- Cobb Douglas Production Function Q = A • K α • L β • IMPLIES » Can be CRS, IRS, or DRS » MPL = β • Q/L » MPK= α • Q/K » Cannot produce with zero L or zero K » Log linear -- double log Ln Q = a + α • Ln K + β • Ln L » coefficients are elasticities
  • 28. Slide 28 • Data on 15 plants that produce fertilizer » what sort of data set is this? » what functional form should we try? • Determine if IRS, DRS, or CRS • Test if coefficients are statistically significant • Determine labor and capital production elasticities and give an economic interpretation of each value CASE: Wilson Company pages 315-316
  • 29. Slide 29 Output Capital Labor 1 605.3 18891 700.2 2 566.1 19201 651.8 3 647.1 20655 822.9 4 523.7 15082 650.3 5 712.3 20300 859.0 6 487.5 16079 613.0 7 761.6 24194 851.3 8 442.5 11504 655.4 9 821.1 25970 900.6 10 397.8 10127 550.4 11 896.7 25622 842.2 12 359.3 12477 540.5 13 979.1 24002 949.4 14 331.7 8042 575.7 15 1064.9 23972 925.8 Ln-Output Ln-Cap Ln-labor 6.40572 9.8464 6.55137 6.33877 9.8627 6.47974 6.47250 9.9357 6.71283 6.26092 9.6213 6.47743 6.56850 9.9184 6.75577 6.18929 9.6853 6.41837 6.63542 10.0939 6.74676 6.09244 9.3505 6.48525 6.71064 10.1647 6.80306 5.98595 9.2230 6.31065 6.79872 10.1512 6.73602 5.88416 9.4316 6.29249 6.88663 10.0859 6.85583 5.80423 8.9924 6.35559 6.97064 10.0846 6.83066 Data Set: 15 plants
  • 30. Slide 30 The linear regression equation is Output = - 351 + 0.0127 Capital + 1.02 Labor Predictor Coef Stdev t-ratio p Constant -350.5 123.0 -2.85 0.015 Capital .012725 .007646 1.66 0.122 Labor 1.0227 0.3134 3.26 0.007 s = 73.63 R-sq = 91.1% R-sq(adj) = 89.6%
  • 31. Slide 31 The double-linear regression equation is LnOutput = - 4.75 + 0.415 Ln-Capital + 1.08 Ln-Labor Predictor Coeff Stdev t-ratio p Constant -4.7547 0.8058 -5.90 0.000 Ln-Capital 0.4152 0.1345 3.09 0.009 Ln-Labor 1.0780 0.2493 4.32 0.001 s = 0.08966 R-sq = 94.8% R-sq(adj) = 94.0% Which form fits better--linear or double log? Are the coefficients significant? What is the labor and capital elasticities of output?
  • 32. Slide 32 Suppose the following production function is estimated to be: ln Q = 2.33 + .19 ln K + .87 ln L R 2 = .97 Q U E S T I O N S: 1. Is this constant returns to scale? 2. If L increases 2% what happens to output? 3. What’s the MPL at L = 50, K = 100, & Q = 741 More Problems
  • 33. Slide 33 Answers 1.) Take the sum of the coefficients .19 + .87 = 1.06 , which shows that this production function is Increasing Returns to Scale 2.) Use the Labor Elasticity of Output %∆Q = E L • %∆L %∆Q = (.87)•(+2%) = +1.74% 3). MPL = b Q/L = .87•(741 / 50) = 12.893
  • 34. Slide 34 Electrical Generating Capacity • A cross section of 20 electrical utilities (standard errors in parentheses): • Ln Q = -1.54 + .53 Ln K + .65 Ln L (.65) (.12) (.14) R 2 = .966 • Does this appear to be constant returns to scale? • If increase labor 10%, what happens to electrical output?
  • 35. Slide 35 Answers • No, constant returns to scale. Of course, its increasing returns to scale as sum of coefficients exceeds one. » .53 + .65 = 1.18 • If %∆L = 10%, then %∆Q = E L• %∆L = .65(10%) = 6.5%
  • 36. Slide 36 Lagrangians and Output Maximization: Appendix 7A • Max output to a cost objective. Let r be the cost of capital and w the cost of labor • Max L = A • K α • L β - λ { w•L + r•K - C} LK: α•A• K α-1 •Lβ - r •λ = 0 MPK = r LL: β•A• K α •Lβ−1 - w •λ = 0 MPL = w Lλ: C - w•L - r•K = 0 • Solution α Q/K / β Q/L = w / r • or MPK / r = MPL /w }
  • 37. Slide 37 Production and Linear Programming: Appendix 7B • Manufacturers have alternative production processes, some involving mostly labor, others using machinery more intensively. • The objective is to maximize output from these production processes, given constraints on the inputs available, such as plant capacity or union labor contract constraints. • The linear programming techniques are discussed in Web Chapter B.