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1
Technology
Beattie, Taylor, and WattsSections: 2.1-2.2, 5.1-5.2b
2
Agenda The Production Function with One
Input Understand APP and MPP Diminishing Marginal Returns and
the Stages of Production The Production Function with Two
Input Isoquants
3
Agenda Cont. Marginal Rate of Technical
Substitution Returns to Scale Production Possibility Frontier Marginal Rate of Product
Transformation
4
Production Function A production function maps a set of
inputs into a set of outputs. The production function tells you how to
achieve the highest level of outputs given a certain set of inputs.
Inputs to the production function are also called the factors of production.
The general production function can be represented as y = f(x1, x2, …, xn).
5
Production Function Cont. The general production function
can be represented as y = f(x1, x2, …, xn). Where y is the output produced and is
a positive number. Where xi is the quantity of input i for i
= 1, 2, …, n and each is a positive number.
6
Production Function with One Input In many situations, we want to
examine what happens to output when we only change one input. This is equivalent to investigating the
general production function previously given holding all but one of the variables constant.
7
Production Function with One Input Cont. Mathematically we can represent
the production function with one input as the following: y = f(x) = f(x1) = f(x1|x2,x3,…,xn) Suppose y = f(x1, x2, x3) = x1*x2*x3 Suppose that x2 = 3 and x3 = 4, which
are fixed inputs, then y = f(x) = f(x1) = f(x1|3,4) = 12x1 =12x
8
Example of Production Function y = f(x) = -x3 + 60x2
Production Function
0
5000
10000
15000
20000
25000
30000
35000
0 10 20 30 40 50 60
y
9
APP and MPP There are two major tools for
examining a production function: Average Physical Product (APP) Marginal Physical Product (MPP)
10
APP The average physical product tells
you the average amount of output you are getting for an input.
We define APP as output (y) divided by input (x). APP = y/x = f(x)/x
11
Example of Finding APP Assume you have the following
production function: y = f(x) = -x3 + 60x2
)60(
60
60
2
23
xxAPP
xxAPP
x
xx
x
yAPP
12
Example of Finding Maximum APP To find the maximum APP, you take the
derivative of APP and solve for the x that gives you zero.
From the previous example: APP = -x2 + 60x
30
0602
60max 2
x
xdx
dAPP
xxdx
d
dx
dAPPAPP
13
MPP The marginal physical product tells you
what effect a change of the input will do to the output. In essence, it is the change in the output
divided by the change in the input. MPP is defined as:
)(' xfdx
dyMPP
14
Example of Finding MPP Assume you have the following
production function: y = f(x) = -x3 + 60x2
)40(3
1203
60
2
23
xxMPP
xxMPP
xxdx
d
dx
dyMPP
15
Interpreting MPP When MPP > 0, then the production
function is said to have positive returns to the use of the input. This occurs on the convex and the
beginning of the concave portion of the production function.
In the previous example, this implies that MPP > 0 when input is less than 40 (x<40).
16
Interpreting MPP Cont. When MPP = 0, then we know that
the production function is at a maximum. Setting MPP = 0 is just the first order
condition to find the maximum of the production function.
In the example above, MPP = 0 when the input was at 40.
17
Interpreting MPP Cont. When MPP < 0, then the production
function is said to have decreasing returns to the use of the input. This occurs on the concave portion of
the production function. In the previous example, this implies
that MPP < 0 when input is greater than 40 (x>40).
18
Example of APP and MPP y = f(x) = -x3 + 60x2
APP and MPP
-2000
-1500
-1000
-500
0
500
1000
1500
0 10 20 30 40 50 60APP
MPP
19
Law of Diminishing Marginal Returns (LDMR) The Law of Diminishing Marginal
Returns states that as you add successive units of an input while holding all other inputs constant, then the marginal physical product must eventually decrease. This is equivalent to saying that the
derivative of MPP is negative.
20
Finding Where LDMR Exists Suppose y = f(x) = -x3 + 60x2
To find where the LDMR exists is equivalent to finding what input levels give a second order condition that is negative.
20
0)20(0)20(60
negative termabove set the exists LDMR wherefind To
)20(61206
1203
2
2
2
x
xxdx
dMPP
xxdx
yd
dx
dMPP
xxdx
dyMPP
21
Relationship of APP and MPP When MPP > APP, then APP is
rising When MPP = APP, then APP is at a
maximum When MPP < APP, then APP is
declining
22
Relationship of APP and MPP Cont.
APPMPPdx
dAPPx
xfxf
dx
dAPP
xfxxfdx
dAPP
xxfxxfdx
dAPP
x
xfxxf
dx
dAPP
x
xfxxf
dx
dAPP
x
xf
dx
d
dx
dAPPx
xfAPP
when 0
)()(' when 0
)()(' when 0
*0)()(' when 0
0)()('
when 0
)()('
)(
)(
2
2
2
23
Stages of Production Stage I of production is where the
MPP is above the APP, i.e., it starts where the input level is 0 and goes all the way up to the input level where MPP=APP. To find the transition point from stage I
to Stage II you need to set the APP function equal to the MPP function and solve for x.
24
Stages of Production Cont. Stage II of production is where MPP is
less than APP but greater than zero, i.e., it starts at the input level where MPP=APP and ends at the input level where MPP=0. To find the transition point from Stage II to
Stage III, you want to set MPP = 0 and solve for x.
Stage III is where the MPP<0, i.e., it starts at the input level where MPP=0.
25
Graphical View of the Production Stages
Stage II
Stage I
Stage III
TPP
Y
xMPP APP
xMPP
APP
26
Finding the Transition From Stage I to Stage II Suppose y = f(x) = -x3 + 60x2
30or 0
0)30(2
0602
120360
for x solve and APP MPPset point n transitio thefind To
601203
1203
2
22
22
2
xx
xx
xx
xxxx
MPPAPP
xxx
xx
x
yAPP
xxdx
dyMPP
27
Finding the Transition From Stage II to Stage III Suppose y = f(x) = -x3 + 60x2
40or 0
0)40(3
01203
0
for x solve and 0 MPPset point n transitio thefind To
1203
2
2
xx
xx
xx
MPP
xxdx
dyMPP
28
Production Function with Two Inputs While one input production
functions provide much intuitive information about production, there are times when we want to examine what is the relationship of output to two inputs. This is equivalent to investigating the
general production function holding all but two of the variables constant.
29
Production Function with Two Inputs Cont. Mathematically we can represent
the production function with one input as the following: y = f(x1,x2) = f(x1, x2|x3,…,xn)
30
Example of a Production Function with Two Variables: y=f(x1,x2)=-x1
3+25x12-
x23+25x2
2
0 2 4 6 8
10 12 14 16 18 20 22 240
6
12
18
24
0.00
500.00
1000.00
1500.00
2000.00
2500.00
3000.00
3500.00
4000.00
4500.00
5000.00
4500.00-5000.00
4000.00-4500.00
3500.00-4000.00
3000.00-3500.00
2500.00-3000.00
2000.00-2500.00
1500.00-2000.00
1000.00-1500.00
500.00-1000.00
0.00-500.00
31
Example 2 of a Production Function with Two Variables: y=f(x1,x2)=8x1
1/4x23/4
0
2
4
6
8 10
012345678910
0
10
20
30
40
50
60
70
80
70-80
60-70
50-60
40-50
30-40
20-30
10-20
0-10
32
Three Important Concepts for Examining Production Function with Two Inputs
There are three important concepts to understand with a production function with two or more inputs. Marginal Physical Product (MPP) Isoquant Marginal Rate Of Technical
Substitution (MRTS)
33
MPP for Two Input Production Function MPP for a production function with
multiple inputs can be viewed much like MPP for a production function with one input. The only difference is that the MPP for the
multiple input production function must be calculated while holding all other inputs constant, i.e., instead of taking the derivative of the function, you take the partial derivative.
34
MPP for Two Input Production Function Cont. Hence, with two inputs, you need to
calculate the MPP for both inputs. MPP for input xi is defined
mathematically as the following:
22
11
2
21
1
21
21
),(
),(
),(
xx
xx
xi
x
fx
xxfMPP
fx
xxfMPP
fx
xxfMPP
ii
35
Example of Calculating MPP Suppose y = f(x1,x2) = -x1
3+25x12-x2
3+25x22
222
2
21
121
1
21
22
32
21
3121
503),(
503),(
2525),(
2
1
xxx
xxfMPP
xxx
xxfMPP
xxxxxxfy
x
x
36
Example 2 of Calculating MPP Suppose y = f(x1,x2) = 8x1
1/4 x23/4
4
1
2
1
4
1
2
4
1
14
1
24
1
14
1
24
1
12
21
4
3
1
2
4
3
1
4
3
24
3
24
3
14
3
24
3
11
21
4
3
24
1
121
66684
3),(
22284
1),(
8),(
2
1
x
x
x
xxxxx
x
xxfMPP
x
x
x
xxxxx
x
xxfMPP
xxxxfy
x
x
37
Note on MPP for Multiple Inputs When the MPP for a particular
input is zero, you have found a relative extrema point for the production function.
In general, the MPP w.r.t. input 1 does not have to equal MPP w.r.t. input 2.
38
The Isoquant An isoquant is the set of inputs that
give you the same level of output. To find the isoquant, you need to
set the dependent variable y equal to some number and examine all the combinations of inputs that give you that level of output. An isoquant map shows you all the
isoquants for a given set of inputs.
39
Example of An Isoquant Map: y = -x1
2+24x1-x2
2+26x2
0 4 8
12
16
20
24 0
3
6
9
12
15
18
21
24
300.00-350.00
250.00-300.00
200.00-250.00
150.00-200.00
100.00-150.00
50.00-100.00
0.00-50.00
-50.00-0.00
40
Example 2 of An Isoquant Map: y = 8x1
1/4 x23/4
0 2 4 6 8 10
0
1
2
3
4
5
6
7
8
9
10
60-80
40-60
20-40
0-20
41
Finding the Set of Inputs for a General Output Given y = -x1
2+24x1-x2
2+26x2
Suppose y = -x12+24x1-x2
2+26x2
We can solve the above equation for x2 in terms of y and x1.
yxx
yxx
yxx
a
acbb
yxx
yxxxx
xxxxy
1212
121
2
121
2
2
2
2
121
1212
22
2221
21
2416913x
2
496467626x
)1(2
)24)(1(4)26(26x
2
4x
24c and 26,b 1,a define weIf
02426
2624
42
Question From the previous example, does it
make economic sense to have both the positive and negative sign in front of the radical? No, only one makes economic sense; but
which one. You should expect that you will have an
inverse relationship between x1 and x2. This implies that for this particular function, you
would prefer to use the negative sign.
43
Finding the Set of Inputs for a General Output Given y = 8x1
1/4
x23/4
Suppose y = 8x11/4 x2
3/4
We can solve the above equation for x2 in terms of y and x1.
3/11
3/4
2
4
1
1
4
3
2
4
3
24
1
121
16
8
8),(
x
yx
x
yx
xxxxfy
44
Marginal Rate of Technical Substitution (MRTS) The Marginal Rate of Technical
Substitution tells you the trade-off of one input for another that will leave you with the same level of output. In essence, it is the slope of the
isoquant.
45
Finding the MRTS There are two methods you can
find MRTS. The first method is to derive the
isoquant from the production function and then calculate the slope of the isoquant.
The second method is to derive the MPP for each input and then take the negative of the ratio of these MPP.
46
Equivalency Between Slope of the Isoquant and the Ratio of MPP’s
MRTSdx
dx
dxdydxdy
dx
dy
dx
dx
i
1
2
x
x
2
1
x
x
x
1
2
2
1
2
1
i
MPP
MPP
equal is MPPeach for y in change heisoquant t on the are weSince
MPP
MPP
MPP that know We
isoquant theof Slope MRTS
47
Finding the MRTS Using the ratio of the MPP’s Given y = -x1
2+24x1-x22+26x2
Suppose y = -x12+24x1-x2
2+26x2
262
242
262
242
2624
2
1
22
11
2221
21
2
1
2
1
x
x
MPP
MPPMRTS
xx
yMPP
xx
yMPP
xxxxy
x
x
x
x
48
Finding the MRTS Using the Slope of the Isoquant Given y = -x1
2+24x1-x2
2+26x2
Suppose y = -x12+24x1-x2
2+26x2
2
1
121
1
1
2
12
1
121
1
2
2
1
121
11
2
2
1
1212
121
2
24169
12
x
x
242241692
1
x
x
2416913xx
x
2416913x
2
496467626x
asfunction w above for theisoquant that thefound wepreviously From
yxx
x
xyxx
yxx
yxx
yxx
49
Finding the MRTS Using the Slope of the Isoquant Given y = -x1
2+24x1-x22+26x2
Cont.
13
12
x
x
13
12
x
x
26169
12
x
x
262424169
12
x
x
262424169
12
x
x
2624y know we
24169
12
x
x
2
1
1
2
2
12
2
1
1
2
2
1
222
1
1
2
2
1
2221
211
21
1
1
2
2
1
2221
211
21
1
1
2
2221
21
2
1
121
1
1
2
x
x
x
x
xx
x
xxxxxx
x
xxxxxx
x
xxxx
yxx
x
50
Finding the MRTS Using the ratio of the MPP’s Given y = Kx1
x2
Suppose y = Kx1x2
1
212
11
12
11
121
21
1
121
2
21
11
21
2
1
2
1
x
xxxxxMRTS
xKx
xKx
MPP
MPPMRTS
xKxx
yMPP
xKxx
yMPP
xKxy
x
x
x
x
51
Finding the MRTS Using the Slope of the Isoquant Given y = Kx1
x2
Suppose y = Kx1x2
1
1
1
2
1
1
1
1
2
1
1
11
2
1
11
12
12
21
x
x
x
x
xx
x
xK
y
xK
y
xK
y
xK
y
Kx
yx
Kx
yx
xKxy
52
Finding the MRTS Using the Slope of the Isoquant Given y = Kx1
x2 Cont.
1
2112
1
2
121
2
1211
2
1
1
21
1
2
1
1
21
1
2
21
x
x
x
x
x
x
x
x
x
x
that know But we
x
xxx
xx
xxx
xK
xKx
xK
xKx
xKxy
53
Returns to Scale Returns to Scale examines what
happens to output when you change all inputs by the same proportion, i.e., f(tx1,tx2). There are three types of Returns to
Scale: Increasing Constant Decreasing
54
Increasing Returns to Scale Increasing Returns to Scale are said to
exist when f(tx1,tx2)>tf(x1,x2) for t > 1. This implies that as output is increasing,
the isoquants are getting closer together. Suppose y = f(x1,x2) = x1x2
This implies that f(tx1,tx2) = tx1tx2 =t2x1x2
Comparing f(tx1,tx2) and tf(x1,x2) implies f(tx1,tx2) = t2x1x2 >t f(x1,x2) = tx1x2, because when t >1, t2 > t.
55
Example Increasing Returns to Scale: y = 10x1
x2
0 2 4 6 8
100
1
2
3
4
5
6
7
8
9
10
900-1000800-900700-800600-700500-600400-500300-400200-300100-2000-100
56
Constant Returns to Scale Constant Returns to Scale are said to
exist when f(tx1,tx2)=tf(x1,x2) for t > 1. This implies that as output is increasing, the
isoquants are the same distance apart. Suppose y = f(x1,x2) = x1
½ x2½
This implies that f(tx1,tx2) = (tx1)½ (tx2)½ =tx1x2
Comparing f(tx1,tx2) and tf(x1,x2) implies f(tx1,tx2) = tx1x2 = t f(x1,x2) = tx1x2, because when t >1, t = t.
57
Example Constant Returns to Scale: y = 10x1
½ x2½
0 2 4 6 8
100
1
2
3
4
5
6
7
8
9
10 95-10090-9585-9080-8575-8070-7565-7060-6555-6050-5545-5040-4535-4030-35
58
Return to Scale Cont. Decreasing Returns to Scale are said to
exist when f(tx1,tx2)<tf(x1,x2) for t > 1. This implies that as output is increasing, the
isoquants are getting farther apart. Suppose y = f(x1,x2) = x1
¼ x2¼
This implies that f(tx1,tx2) = (tx1)¼ (tx2)¼
=t½x1¼x2
¼
Comparing f(tx1,tx2) and tf(x1,x2) implies f(tx1,tx2) = t½x1x2 < t f(x1,x2) = tx1
¼x2¼,
because when t >1, t½ < t.
59
Example Decreasing Returns to Scale: y = 10x1 ¼ x2
¼
0 2 4 6 8
100
1
2
3
4
5
6
7
8
9
10
28-3224-2820-2416-2012-168-124-80-4
60
The Multiple Product Firm Many producers have a tendency
to produce more than one product. This allows them to minimize risk by
diversifying their production. Personal choice.
The question arises: What type of trade-off exists for enterprises that use the same inputs?
61
Two Major Types of Multiple Production Multiple products coming from one
production function. E.g., wool and lamb chops
Mathematically: Y1, Y2, …, Yn = f(x1, x2, …, xn) Where Yi is output of good i Where xi is input i
62
Two Major Types of Multiple Production Cont. Multiple products coming from
multiple production functions where the production functions are competing for the same inputs. E.g., corn and soybeans
63
Two Major Types of Multiple Production Cont. Mathematically:
Y1= f1(x11, x12, …, x1m) Y2= f2(x21, x22, …, x2m) Yn= fn(xn1, xn2, …, xnm) Where Yi is output of good i Where xij is input j allocated to output Yi
Where Xj x1j + x2j + … + xnj and is the maximum amount of input j available.
64
Production Possibility Frontier A production possibility frontier (PPF)
tells you the maximum amount of each product that can be produced given a fixed level of inputs. The emphasis of the production
possibility function is on the fixed level of inputs.
These fixed inputs could be labor, capital, land, etc.
65
PPF Cont. All points along the edge of the
production possibility frontier are the most efficient use of resources that can be achieved given its resource constraints.
Anything inside the PPF is achievable but is not fully utilizing all the resources, while everything outside is not feasible.
66
Deriving the PPF Mathematically To derive the production possibility
frontier, you want to use the resource constraint on the inputs as a way of solving for one output as a function of the other.
67
PPF Example Suppose you produce two goods,
corn (Y1) and soybeans (Y2). Also suppose your limiting factor is
land (X1) at 100 acres. For corn you know that you have the
following production relationship: Y1 = x1
½
68
PPF Example Cont. For corn you know that you have
the following production relationship: Y2 = x2
½
We know that 100 = x1 + x2.
69
Solving PPF Example Mathematically
2
12
12
21
22
22
21
21
222
2
1
22
211
2
1
11
100
100
100
100
x Y
x
:following theknow We
YY
YY
YY
xx
Yx
YxY
70
PPF Graphical Example PPF
0
2
4
6
8
10
12
0 2 4 6 8 10 12
PPF
71
Marginal Rate of Product Transformation (MRPT) MRPT can be defined as the
amount of one product you must give up to get another product. This is equivalent to saying that the
MRPT is equal to the slope of the production possibility frontier.
MRPT = dY2/dY1
Also known as Marginal Rate of Product Substitution.
72
Find MRPT of the Following PPF: Y2 = (100-Y1
2)½
Suppose Y2 = (100-Y12)½
0100
2*1002
1
100
2
12
111
2
12
12
11
2
2
12
12
YYdY
dYMRPT
YYdY
dYMRPT
YY