TIME VALUE OF MONEY
SUMS and WORTHS
PRESENT (P) FUTURE (F) EQUAL-PAYMENT
(A)
PRESENT SUM'S FUTURE WORTH P-->F
FUTURE SUM'S PRESENT WORTH F-->P
EQUAL-PAYMENT SERIES SUM'S FUTURE WORTH A-->F
FUTURE SUM'S EQUAL-PAYMENT SERIES WORTH F-->A
EQUAL-PAYMENT SERIES SUM'S PRESENT WORTH A-->P
PRESENT SUM'S EQUAL-PAYMENT SERIES WORTH P-->A
BANKERS' JARGON
SINGLE-PAYMENT COMPOUND-AMOUNT FACTOR
F/P,i,n
SINGLE-PAYMENT PRESENT-WORTH FACTOR P/F,i,n
EQUAL-PAYMENT SERIES COMPOUND-AMOUNT FACTOR F/A,i,n
EQUAL-PAYMENT SERIES SINKING-FUND FACTOR A/F,i,n
EQUAL-PAYMENT SERIES PRESENT-WORTH FACTOR P/A,i,n
EQUAL-PAYMENT SERIES CAPITAL-RECOVERY FACTOR A/P,i,n
TIME VALUE
OF MONEY
A present SUM of money P or a yearly series of equal
sums (payments) A can be considered to have an inflated value or WORTH Fi,n over time n.
This inflation in value is often modeled with the use of interest rates i compounded on a
yearly basis over n years. Let the variables of the model be:
P - a present sum of money
Fi,n - a future worth at i interest in n years
A - equal year end payments
then relative to time "now" a money flow
diagram can be constructed in the following manner:

where P is a present sum invested at time now, A is a
year end payment and Fi,n is the future worth of the investment and payment series.
Often it is easier to partition the problem into
components such as the future worth of the P investment and the future worth of the
equal-payment series A.
Take the P investment first. The money flow diagram is:

Based on compounding rules, the future worth Fi,n of
the present sum P is:
Fi,0 = P
Fi,1 = P+Pi = P(1+i)
Fi,2 = P(1+i)+P(1+i)i = P(1+i)(1+i)
Fi,3 = P(1+i)(1+i) + P(1+i)(1+i)i = P(1+i)(1+i)(1+i)
or in an algebraic extension:
Fi,n = P(1+i)n
In the past, when calculators where not in everyday
use, the above expression was reduced to a tabular form by dividing F by P and creating a
table of factorsrelative to i and n or COMPOUND INTEREST FACTORS that represented the
future worths of a present sum of one dollar. Symbolically the factors where designated
as:
F/P,i,n - the future worth of a
present dollar sum
(single payment compound-amount factor)
or:
F/P,i,n = (1+i)n
which in tabular form is:
COMPOUND INTEREST TABLES FOR F/P,i,n
n |
i=.05 |
i=.10 |
i=.15 |
1 |
1.050 |
1.100 |
1.150 |
2 |
1.103 |
1.210 |
1.323 |
3 |
1.158 |
1.331 |
1.521 |
4 |
1.216 |
1.464 |
1.749 |
5 |
1.276 |
1.611 |
2.011 |
It is very easy to invert the relationship between
time now and a future time so that a future SUM can be evaluated as a present WORTH given
the compounding of money. The factor for the present worth of a promised sum of one dollar
n years in the future is:
P/F,i,n - the present worth of future
dollar sum
(single payment present-worth factor)
which is the invert of the F/P factor:
P/F,i,n = 1/(1+i)n
Now for the future worth of the equal payment series
STARTING AT THE END OF THE CURRENT YEAR AND PROCEEDING THROUGH YEAR n. The money flow
diagram for this component of the original model is:

Using the formulation for the F/P factor it is
possible to calculated the future worth or each payment A as if it were a P investment
held for lesser periods of time. Starting at the payment made at the time of F and
proceeding back toward one year from time now, the future worth of the payment series is:
Fi,n = A + A(1+i) + A(1+i)2 .....
A(1+i)n-1
This series can be simplified by first multiplying
the series by (1+i)
Fi,n(1+i) = A(1+i) + A(1+i)2
+ A(1+i)3 .....A(i+i)n
and then subtracting the first equation form the
second so that the remainder is:
iFi,n = -A + A(1+i)n
which reduces to:
Fi,n= A[(1+i)n-1]/i
This reduces to the future worth of a series of
payments of one dollar sums:
F/A,i,n - the future worth of a equal
payment series of one dollar sums
(equal-payment series compound-amount factor)
or:
F/A,i,n = [(1+i)n-1]/i
It is also possible to create a factor for the equal
payment worth of a future sum of one dollar or what is often called a sinking fund (what
sum in equal payments can I sink in an investment if I known I will receive a future
sum?):
A/F,i,n - the equal payment series
worth of a future dollar sum
(equal-payment series sinking-fund factor)
by inverting the F/A,i,n factor or:
A/F,i,n = i/[(1+i)n-1]
With this information it is possible to determine the
present worth of the original money flow diagram by combining the partitioned values of
Fi,n = P(1+i)n + A[(1+i)n-1]/i
= P[ F/P,i,n ] + A [ F/A,i,n ]
(Note: The future worth as a composite might not have a single value of n.)
In some cases it is convenient to know the present
WORTH of a series of equal payments.

Using the algebraic characteristics of the factors:
P/A,i,n = P/F,i,n x F/A,i,n = 1/(1+i)n
x [(1+i)n-1]/i = [(1+i)n-1]/[i(1+i)n]
or:
P/A,i,n - present worth of a
equal-payment series of one dollar sums
(equal-payment series present-worth factor)
is equal:
P/A,i,n = [(1+i)n-1]/[i(1+i)n]
Another very interesting factor is derived from the
inverse of the present worth of a series of equal payments. This factor is the equal
payments required to equal a present sum of one dollar or the rate at which capital must
be recovered over n years to be equal to a present sum:
A/P,i,n - equal payment series worth
of a present dollar sum
(equal-payment series capital-recovery factor)
or:
A/P,i,n = [i(1+i)n]/[(1+i)n-1]
Table of Factors
| |
Compound-amount |
Present-worth |
| Single-payment |
 |
 |
| Equal-payment |
 |
 |
| Equal-payment
series |
 |
 |
| |
Sinking-fund |
Capital-recovery |
QUESTIONS 7
- If you invest $1000 dollars at your local bank in a
C.D. at 5% compound interest, what is the value of the C.D. at the end of 10 years?
- Your friend promises to pay you
$50,000 dollars in 5 years, what is the present worth of this promise assuming he will pay
as promised and the current interest rates are 6%. What if the interest rates rise to 10%.
- You put $2000 a year in a
investment program for the next 20 years starting at the END of the first year through the
20th year. The long term program you are investing in pays 7% interest. What is the
expected future worth of this investment at the end of twenty years?
- You will inherit a fortune of
$100,000 in 10 years. Rather than wait ten years, you have decided to borrow against you
inheritance in equal payments at the END of each of the next ten years. If the set
interest rate is 9%, what is the maximum amount you can borrow in the equal payment
series?
- You have decided to start a
small business in which the planned earnings are $20,000 a year at the end of each of the
next five years. You have other opportunities that will earn you 20% interest and your are
interested in what the WORTH of the business is relative to today.
- I have loaned $50,000 to my
neighbor. What is the payments required at the end of the next 5 years to payoff the loan
at 6% interest.
CASE STUDY 8 - Investment
Study
You invest money in a bank by first depositing $100
and then $10 at the end of
the next 10 years. What is the future sum of money
(or future worth) your bank account will have if the compound interest rate is 10 percent.
The money flow diagram is:

The diagram can be partitioned into a future worth of
a present sum of $100 and a future worth of an equal payment series of $10 and totaled in
the format of the compound interest factors:
F.10 = $100[ F/P,.10,10 ] + $10 [
F/A,.10,10 ]
The factors can be either found in the interest
tables or calculated:
F/P,.10,10 = (1+.10)10 =
2.59374
F/A,.10,10 = [(1+.10)10-1]/.10
= 15.9374
and substituted into the original formulas for a
future worth of:
F.10 = $100(2.59374) + $10(15.9374) =
$418.748
You are going to invest in a project that is
estimated to return $1000 sum at the end of five years. The accepted interest rate for
investments is .05. What is the maximum worth you are willing to invest in equal payments
at the end of each of the next five years?
The money flow diagram for your investment scheme is:

Given the requirement to find a series worth for a
future sum, the algebraic solution to the problem is:
A.05,5 = F [ A/F,.05,5 ] =
$1000(.1810) = $181.00
This would indicate that you are willing to invest up
to $181 in the project each year.
ANSWERS 7
- If you invest $1000 dollars at your local bank in a
C.D. at 5% compound interest, what is the value of the C.D. at the end of 10 years?
The single payment compound-amount factor is
F/P,.05,10 = 1.629
so that 1000(F/P,.05,10) = 1000(1.629)= $1629.00 =
F,.05,10
- Your friend promises to pay you
$50,000 dollars in 5 years, what is the worth of this promise assuming he will pay as
promised and the current interest rates are 6%. What if the interest rates rise to 10%.

The single payment present-worth factors are
P/F,.05,5 = 0.7835 and
P/F,.10,5 = .6209
The present worth at 5% is then
50,000(.7835) = $39,175
The present worth at 10% is then
50,000(.6209) = $31,045
- You put $2000 a year in a
investment program for the next 20 years starting at the END of the first year through the
20th year. The long term program you are investing in pays 7% interest. What is the
expected future worth of this investment at the end of twenty years?

The equal-payment series compound-amount factor is
F/A,.07,20 = 40.996
The future worth of the series is 2000(40.996) =
$81992
- You will inherit a fortune of
$100,000 in 10 years. Rather than wait ten years, you have decided to borrow against you
inheritance in equal payments at the END of each of the next ten years. If the set
interest rate is 9%, what is the maximum amount you can borrow in the equal payment
series?

The equal-payment series sinking fund factor is
A/F,.09,10 = .0658
The equal payment series worth is then 100,000(.0658)
= $6,580 which will be paid in ten installments at the END of the next ten years.
- You have decided to start a
small business in which the planned earnings are $20,000 a year at the end of each of the
next five years. You have other opportunities that will earn you 20% interest and your are
interested in what the WORTH of the business is relative to today's earning potential.

The equal-payment series present-worth factor is
P/A,.20,5 = 2.9906
The present worth of the adventure is 20,000(2.9906)
= $59,812
- I have loaned $50,000 to my
neighbor. What is the payments required at the end of the next 5 years to payoff the loan
at 6% interest.

The equal-payment series capital-recovery factor is
A/P,.06,5 = .2374
so that the year end payments are 50,000(.2374) =
$11,870
EQUIVALENCE
A. VARIABLE INTEREST RATE
B. VARIABLE NUMBER OF PERIODS
MEASURES OF WORTH
A. SAMPLE PROBLEM
B. PRESENT EQUIVALENT WORTH (PE)
C. FUTURE EQUIVALENT WORTH (FE)
D. ANNUAL EQUIVALENT WORTH (AE)
1. SINGLE LIFE-CYCLE
2. MULTIPLE LIFE-CYCLES
E. RATE-OF-RETURN (i)
F. PAYOUT (n)
G. PAYBACK (accounting n)
EQUIVALENCE
Two monetary sums can be equated given that they have
the same worth at a given point in time. This is true under the restrictions of the time
value of money only if for a given point in time and at a given interest rate the two
worths are the same. The factors that determine equivalence are:
- The amount of the sums.
- The time of occurrence of the sums.
- The interest rate.
In algebraic form, two sums P and F are equivalent
if:
FEi = P ( F/P,i,n) = Fi,n for some
given combination of i and n

(Note: The worth of a sum F at time n
is FE.)
As an example, under what conditions are $50 and $100
dollars equivalent? First assume that n is equal to 10 years then:
100 = FEi,10 = 50(F/P,i,10)
F/P,i,10 = 2
From the tables if i = .07 then ( F/P,.07,10 ) =
1.967 and if i = .08 then ( F/P,.08.10 ) = 2.159 so that at equivalence:
i = .07 +
.01[(2.000-1.967)/(2.159-1.967] = .07172 interest
as determined with linear interpolation from the
tables and:
100 = 50( F/P,.07172,10)
Another way to approach the problem is to use the
algebraic formulation for the single payment compound amount factor such that:
100 = 50(1+i)10
i = 2(1/10)-1 = .07177
Now assume that i=.05 then:
F/P,.05,n = 2.0
From the tables if n = 14 then ( F/P,.05,14 ) = 1.980
and if n = 15 then ( F/P,.05,15 ) = 2.079 so that at equivalence:
n = 14 +1[(2.000-1.980)/(2.079-1.980)]
= 14.20202 years
as determined with linear interpolation from the
tables and:
100 = 50 (F/P,.05,14.202)
Again, taking the algebraic formulation using the
single payment compound amount factor:
100 = 50(1+.05)n
ln(2) = nln(1.05)
n = 14.2066 years
(Note: The algebraic solution to the problem is not
always available when dealing with equal-payment series. In this cases the tabular
solution is the only available method to find equivalence.)
QUESTIONS 8
- Given that you have invested $10,000 at an interest
rate of 10%, what would be the number of years to reach equivalence if you were to invest
$2000 per year instead.
- Prince Charming wants to borrow
money from his inheritance trust at $20,000 worth per year for 10 years. If the trust will
be equal to a sum of $500,000 at the end of 10 years, at what effective interest rate will
the fund and the payment series be equivalent.
- You are given the option to
receive your $1,000,000 lottery winnings as 20 year end payments of $50,000 or 240 month
end payments of $4,166.67. If the current interest rates are 5% per year, what is the
equivalent monthly interest rate? What is the present equivalent worth of each payment
series? Are the payment series equivalent?
ANSWERS 8
Given that you have invested $10,000
at an interest rate of 10%, what would be the number of years to reach equivalence if you
were to invest $2000 per year instead.
The cash flow diagram for your investment is:

In algebraic form this reduces to

If we can solve for n or the number of years we have
the answer.
5(.1)(1.1)n = (1.1)n
-1
(1.1)n = 2
nln(1.1) = ln(2)
n = 7.2725
- Prince charming wants to borrow
money from his inheritance trust at $20,000 worth per year for 10 years. If the trust will
be equal to a sum of $500,000 at the end of 10 years, at what effective interest rate will
the fund and the payment series be equivalent.
The cash flow diagram is:

or algebraically:
(1+i)10 - 25i - 1 = 0
This a bit hard to crack. Try the tables where we
desire (A/F,i,10)=.04 but (A/F,.15,10)=.0493, (A/F,.20,10)=.0385 so that:
i = .15 +
.05[(.0493-.0400)/(.0493-.0385)] = .19306 interest
- You are given the option to
receive your $1,000,000 lottery winnings as 20 year end payments of $50,000 or 240 month
end payments of $4,166.67. If the current interest rates are 5% per year, what is the
equivalent monthly interest rate? What is the present worth of each payment series?
First start with the equivalent interest rate. Set
the future worth of one dollar compounded yearly equal to the future worth of one dollar
compounded monthly.
(1+.05) = (1+i)12, i = (1.05)(1/12)-1
= .004075 effective monthly interest
The yearly payment series present equivalent worths
are then:
PE.05 = 50,000(P/A,.05,20) =
50,000(12.4622) = $623,110.00
The monthly payment series has a factor not in the
book so algebraically:

The big difference arises because almost $50,000 is
received in the monthly payments before the first yearly payments is received such that:

which is not equivalent.
Are the to series equivalent? No.
MEASURES OF WORTH
ACCOUNTANT
ENGINEER
CASH
FLOW -----> PRESENT
EQUIVALENT WORTH
PAY-BACK PERIOD -----> PAYOUT PERIOD
ALTERNATIVE EVALUATION
A. PRESENT EQUIVALENT WORTHS
COMPARISONS (PE)
B. FUTURE EQUIVALENT WORTHS COMPARISONS (FE)
C. ANNUAL EQUIVALENT WORTHS COMPARISONS (AE)
D. RATE OF RETURN COMPARISONS
1. INTERNAL RATES-OF-RETURN (i)
2. RATE-OF-RETURN EVALUATION (i)
(break-even rate of return)
E. PAYOUT EVALUATION (break-even
period n)
BREAK-EVEN ANALYSIS
A. CUMULATIVE PROFIT EVALUATION
(cost-profit-volume)
B. ANNUAL EQUIVALENT WORTH EVALUATION (N)
MEASURES
OF WORTH
The most common MEASURE OF WORTH is equivalent worth.
This is usually in the form of PRESENT equivalent worth (PEi), ANNUAL equivalent worth
(AEi) or FUTURE equivalent worth (FEi) for a given i. Other measures of worth is
equivalent RATE-OF-RETURN (i) or PAYOUT time (n).
Present equivalent worth PEi
This measure assumes that a reasonable interest value
i has been established for the time value of money. With i, it is possible to determine
the worth of an alternatives at a given "time now". This present equivalent
worth establishes the metric of worth of the alternative.
As an example, say that i=.05 and that the
anticipated six year budget for a project is:
Equipment purchase
$35
Annual operating expense per year for 6 years 10
Equipment salvage after 6 years
10
Annual income per year for 6 years
15
The money flow diagram for the project
is:

Under the accounting view of the project the cash
flow for the project over the next six years is:

The accounting view does not measure the worth of the
project. A common method is to find the worth of all sums at a given point in time or a
"time now"
(Note: "Time now" does not have to be the first day of the project or the
current moment. In some cases the start day of the production phase of a project is
considered "time now".)
For our project, say that time now is when the
equipment is purchased then:
PE.05 = -35 + 10( P/F,.05,6) - 10(
P/A,.05.6) + 15( P/A,.05,6)
PE.05 = -35 + 10(.7462) - 10(5.0757) +
15(5.0757) = -$2.16
or the project's present worth is a loss of -$2.16 at
the date of equipment purchase.
Another time now might have been two years earlier
during the preliminary design phase of the project. In this case the "present"
worth is:
PE.05 = -35( P/F,.05,2 ) + 10(
P/F,.05,8 ) - [10( P/A,.05,6 )]( P/F,.05,2)
+ [15( P/A,.05,6 )](P/F,.05,2)
PE.05 = -35(.9070) + 10(.6768) -
10(5.0757)(.9070) +15(5.0757)(.9070) = -$1.96
or
-$2.16( P/F.,05,2) = -$2.16(.9070) =
-$1.96
Future equivalent worth FEi
The use of future equivalent worth is the same as
determining the worth of an alternative at a future date much as the worth of a bank
account at a future date. If for the example project the future worth is set at the end of
year six assuming "time now" is time 0 then:
FE.05 = -35( F/P,.05,6) + 10 - 10(
F/A,.05,6 ) + 15( F/A,.05,6 )
FE.05 = -35(1.340) +10 - 10(6.802) +
15(6.802) = -$2.89 at time 6
This can be returned to "time now" with:
PE.05 = -2.89( P/F,.05,6) =
-2.89(.7462) = -$2.16
Equal-payment series or annual
equivalent worth AEi
Many times the durations of alternatives are
different. Some lasting for a few years and then repeating, will others lasting for many
years. This makes determining a comparable present worth measure difficult. One solution
to this problem is to consider the annual equivalent worth of a project from "time
now" to the end of the project. Taking the original example with a six year life and
a "time now" at the purchase of equipment then:
AE.05 = - 35( A/P,.05,6 ) + 10(
A/F,.05,6) - 10 + 15
AE.05 = -35(.1970) + 10(.1470) - 10 -
15 = -$.43 per year
This can be done in another way by taking the present
equivalent worth of the project and converting it to the annual equivalent worth:
AE.05 = -$2.16( A/P,.05,6) =
-2.16(.1970) = -$.43 per year
Now say that the six year alternative is made into a
12 year alternative by simply repeating the project. The money flow diagram might be
simplified as:

which has an annual equivalent worth of:
AE.05 = [-2.16 - 2.16( P/F,.05,6 )](
A/P,.05,12)
AE.05 = [ -2.16 -2.16(0.7462)](.1128)
= -$.43 per year
or the same as the six year project. In other words,
if an alternative is assumed to repeat in cycles forever in time, then the annual
equivalent worth for one cycle is the annual equivalent worth forever.
Internal rate-of-return
Most alternatives are intended to make money. That
is, there is a stream of expenses and a stream of incomes over time. It is hoped that the
income stream is greater than the expense stream so that the alternative's present worth
Pi is greater than zero. Now assume that the expense stream is borrowed on interest and
that the added interest is just high enough to make the present equivalent worth zero.
This interest rate is the internal rate-of-return that DISCOUNTS the alternative cash
flows to zero worth.
As an example, take the present equivalent worth for
the example project and set it to zero:
PEi = -35 + 10( P/F,i,6) + (15-10)(
P/A,i,6) = 0
Now find the internal rate-of-return that balances
the equation. This is done with trial and error. First try i=.05 or:
( P/F,.05,6 ) = .7462 ( P/A,.05,6 ) =
5.075
PE.05 = -35 + 10(.7462) + 5(5.0757) =
-$2.16
This places to high a premium on the
"borrowed" money, Try i=.04 or:
( P/F,.04,6 )=1/(1.04)6=.7903,
( P/A,.04,6 )=[(1.04)6-1)]/(.04(1.04)6)=5.2421
PE.04 = -35 + 10(.7903) + 5(5.2421) =
-$.89
Try i=.03 or:
( P/F,.03,6 )=1/(1.03)6=.8374,
( P/A,.03,6 )=[(1.03)6-1)]/(.03(1.03)6)=5.4171
PE.03 = -35 + 10(.8374) + 5(5.4171) =
$.46
This brackets the zero value, so using linear
interpolation, an internal rate-of-return is estimated as:

Payout evaluation
Many times it is important to know at what point in
time n an alternative can be terminated leaving a present equivalent worth PEi,n equal
zero. For the example project let us assume that the project is terminated at the time of
purchase so that the purchase price is immediately compensated with the salvage value:

PE.05,0 = -35 + 10 = -$25
It is apparent that the one year payout time for the
project will give the project a negative worth. The next year will generate an income
stream that is the difference between the yearly expense and income. Now for a project of
1 year.

PE.05,1 = -35 + 10( P/F,.05,1 ) + 5(
P/A,.05,1)
PE.05,1 = -35 + 10(.9524) + 5(.9524) =
-$20.71
This process can be continued until a positive
present equivalent worth is found. Now for a project of 2 - 7 years:
PE.05,2 = -35 + 10(.9070) + 5(1.8594)
=-$16.63
PE.05,3 = -35 + 10(.8638) + 5(2.7233)
=-$12.75
PE.05,4 = -35 + 10(.8227) + 5(3.5460)
= -$9.04
PE.05,5 = -35 + 10(.7835) + 5(4.3295)
= -$5.52
PE.05,6 = -$2.16
PE.05,7 = -35 + 10(.7107) + 5(5.7864)
= $1.04
interpolation determines the final value:

The example project was terminated too early in the
previous examples to have a positive equivalent WORTH even though the accounting cash flow
was positive. The time the project should have run is for 6.675 years or more to have a
positive worth.
Pay-back Evaluation
As a warning to those working with accountants, many
times "payout" is calculated with an interest rate of 0%. This form of payout is
referred to as the PAYBACK and does not reflect the time value of money. Using the above
example:


QUESTIONS 9
- I drive my cars until they become museum pieces. The
car I now drive was purchased at the end of 1974 for $8000 and I am planning on selling it
at the end of 1994 for $25. The maintenance cost for the first ten years (year end) were
$100 dollars per year and for the next ten years were $500 dollars per year. The revenue
generated by my driving was $2000 per year and the time value of my money is 5%. Given
these costs and times, what is the worth of the car relative to the end of 1974? What is
the worth of the car relative to the end of 1994? What is the worth of the car as equal
payments over the twenty years? What was the internal rate of return for my driving over
the past twenty years? What was the payout time for the car?
ANSWER 9
- The cash flow diagram for the car is:

Using the diagram the present equivalent worth of the
car in 1974 is:
PE.05
= -8000-100(P/A,.05,10)- 500(P/A,.05.10)(P/F,.05,10)+2000(P/A,.05,20)+25(P/A,.05,20)
= -8000-100(7.7217)-500(7.7217)(.6139)+2000(12.4622)+25(.3769)
= $13791.48
This converts to an equivalent worth in 1994 of:
FE.05 = 13,791.48(F/P,.05,20) =
13,791.48(2.653) = $36,588.80
or as an annual equivalent series:
AE.05,20 = 13,791.48(A/P,.05,20) =
13,791.48(.0803) = $1,107.46
The effective rate-of-return for the car is bracketed
by 20% and 25% where:
-8000-100(4.1925)-500(4.1925)(.1615)+2000(4.8696)+25(.0261)
= $982.05
-8000-100(3.5705)-500(3.5705)(.1074)+2000(3.9539)+25(.0115) = -$640.69
and:
The payout period is bracketed by n=4 and n=5
-8000-100(3.5460)+2000(3.5460)+25(.8227)=
-$1242.03
-8000-100(4.3295)+2000(4.3295)+25(.7835)= $245.63

ALTERNATIVE
EVALUATION
The comparison of mutually exclusive alternatives can
be based on present equivalent worth, future equivalent worth, or an equal-payment series
or annual equivalent worth all relative to a "time now". It should be noted that
these methods entail setting a "time now" date which can be either the present
time or a milestone date set within a given alternative's schedule.
Present Equivalent Worth
Comparisons (determine PE)
A simple example of PRESENT EQUIVALENT WORTH
comparison would be the comparison between a series of ten $10 payments starting after two
years and a lump sum payment of $80. Assuming that the interest rate is 10%, then the
equal-payments series as an equivalent present worth is:

PE.10 = 10( P/A,.10,10 )( P/F,.10,2 )
= 10(6.1446)(.8265) = $50.79
compared to the present worth of $80.
(Note: Remember that an equal-payment series is
considered to be paid out at the end of the year. That would mean that a payment series
starting after two years delay would actually have the first payment falling on the end of
the third year.)
Future equivalent worth
comparisons (determine FE)
The same example for a FUTURE EQUIVALENT WORTH
comparison assuming a "time now" date of year 12 for the equal-payment series:
FE.10 = 10 ( F/A,.10,10) = 10(15.937)
= $159.37
and for the lump sum:
FE.10 = 80 ( F/P,.10,12) = 80(3.138) =
$251.04
again results in the lump sum as the best
alternative.
Present Equivalent Worth of a
life-cycle (determine PE at milestone)
Another method is to establish a fixed MILESTONE as
the "time now" for each alternative. As a example, say you have two alternative
projects with the following money flow diagram.


Now assume that the proposed production phases for
the alternative projects are marked on the diagrams by the time 0, then the "time
now" equivalent worth for the first alternative is:
PE.10=-75 - 75( F/P,.10,2) + 50(
P/A,.10,6) =-75-75(1.210)+50(4.3553) = $127.015
and the second alternative is:
PE.10 = -80 - 80( F/P,.10,3 ) - 80( F/P,.10,5 ) + 60(
P/A,.10,6 )
PE.10 = -80 - 80(1.331) - 80(1.611) + 60(4.3553) = $73.227
indicating that the first alternative is best.
Equal-payment series or annual
equivalent worth comparisons (determine AE)
Comparisons can also be based on an ANNUAL EQUIVALENT
WORTH comparison of alternatives that can be cycled. As an example, take two projects:
where one has a four year life and the other has a
three year life. If the objective is to cycle the alternative's lives to provide a
continuous series of lives then the annual equivalent worth of the first alternative is:
AE.10
=-150(A/P,.10,4)+50+50(A/F,.10,4)=-150(.3155)+50+50(.2155)=$13.45 per year
and the second alternative:
AE.10
=-150(A/P,.10.3)+50+70(A/F,.10,3)=-150(.4021)+50+70(.3021)=$10.83 per year
making the first alternative the better choice.


Rate-of-Return Evaluation
(determine IROR)
A possible method for evaluating alternatives is to
compare the internal rates- of-return of each alternative. If the internal rate-of-return
for one alternative is higher than the internal rate-of-return for another, then the
higher rated alternative MIGHT appear best. Unfortunately this does not take into
consideration the EQUIVALENT WORTH of the two alternatives (Consider a high rate-of-return
on a small worth but lower rate-of-return on a large worth.)
A better approach is to find the interest rate where
both alternative have equal present equivalent worth. As the interest rate rises, one
alternative will generally have a decreasing equivalent worth while the other will have an
increasing worth. The interest rate that equates the equivalent worths is the BREAK-EVEN
INTEREST RATE that is found by setting the present equivalent worths of both alternatives
equal and solving for the variable i.
As an example, take two alternatives:

where for the first alternative the present
equivalent worth is:
PEi = -100 + 40( P/A,i,4 )

and for the second alternative the present equivalent
worth is:
PEi = -110 + 80( P/A,i,2 )
When the two present equivalent worths are equated
then:
-100 + 40( P/A,i,4 ) = -110 + 80(
P/A,i,2 )
PEA-B,i = -100 +40( P/A,i,4 ) - (-110 + 80( P/A,i,2 )
Using trial and error the interest rate i that
satisfies the equations is found as:
i=.05 10 + 40(3.5460) -
80(1.859) = 3.088 = PEA-B
i=.06 10 + 40(3.4651) - 80(1.833) = 1.932
i=.07 10 + 40(3.3872) - 80(1.808) = 0.848
i=.08 10 + 40(3.3121) - 80(1.783) = -0.172

This rate-of-return is the interest rate at which the
two projects have equal equivalent worth. If the first alternative is observed, it can be
seen that the delay in income makes it very sensitive to increasing interest rates. From
this observations, if the current interest rates are below .07831 then the first
alternative is the best. If the interest rates are above .07831, the second alternative is
best.
(Note: Most authors consider rate-of-return
evaluation as a BREAK-EVEN or STAND-OFF method where the two alternative break-even in
present equivalent worth. Your book has grouped the methods in the PE,FE,AE,i,n
approaches.)
Multiple Mutually Exclusive
Alternatives using Rate-of-return
There is a method for combining the internal rate of
return and the break-even rate-of-return. Say that a series of MUTUALLY EXCLUSIVE
alternative have greater and greater capital investment so that they can be ranked by
present worths of INVESTMENTS based on a minimum accepted rate-of-return. The question is
whether to invest in the cheapest investment, or NOTHING, or increase the investment and
choose a higher ranked investment, or not.

This can be accomplished by first ranking the
alternatives in order of present equivalent worth of INVESTMENT for a minimum acceptable
rate of return and then setting up a table with the rate-of-returns i that satisfy the
present equivalent worths relations shown in each box. To determine which investment to
make, simply determine a minimum acceptable rate of return (or effective rate) and follow
the table starting at NOTHING and going down the column until the highest rate-of-return
is found. If the highest rate-of-return in the column is lower than acceptable, stop at
NOTHING. If the greatest rate-of-return in the first column is higher than the minimum
acceptable rate, then go to the column corresponding to the alternative with the highest
interest rate. Now go down that column until the highest rate-of-return is again found. If
the highest rate of return is lower than acceptable, stop at the current alternative. If
not, continue to the next alternative columns until the best alternative is found.
As an example, say that the rate-of-returns are as
listed:

and the minimum acceptable rate is 5%. Follow the
NOTHING column and choose alternative 2 at 15%. This is still greater than the minimum
acceptable rate. Next go to the alternative 2 column and choose the added investment of
alternative 4 at 2%. This added investment earns less than the minimum acceptable rate and
is not attractive. Therefore stay with alternative 2.
Payout Evaluation (determine
n)
Alternative projects may not have a fixed duration
over which to determine a present equivalent worth. Since there is no n, the only approach
is to determine a point in time n where the present equivalent worths of the two
alternatives become equal. As an example, take two alternatives where the first
alternative has a purchase price of $100, a salvage value of $50, and an annual income of
$10. The interest rate is 10% but the project life is unknown.

The second alternative has a purchase price of $150,
a salvage value of $50, and an annual income of $20.

For each alternative the present equivalent worth in
terms of n is:
PE.10,n = -100 + 50( P/F,.10,n ) + 10(
P/A,.10,n )
PE.10,n = -150 + 50( P/F,.10,n ) + 20( P/A,.10,n )
Equating the present equivalent worths results in:
-150+50( P/F,.10,n )+20( P/A,.10,n ) =
-100+50( P/F,.10,n )+10( P/A,.10,n )
and:
10( P/A,.10,n ) = 50
which reduces to:
( P/A,.10,n ) = 5
Using interpolation:
( P/A,.10,7 ) = 4.8684
( P/A,.10,8 ) = 5.3349

The project duration for which both alternatives have
the same present equivalent worth is 7.282 years. If the duration is less than 7.282 years
then the first alternative will recover its initial investment faster and have the greater
present worth.
(Note: Payout evaluation is considered a break-even
method by most authors were the two alternatives break-even in present equivalent worth.)
CASE STUDY 9 - Career
Counseling
You are to evaluate the potential of four career
paths. To simplify the calculations, the careers will be limited to ten years.
- The first career is as an engineer. The engineer must
first complete four years of college at $10,000 per year before starting six years of
earnings at$35,000 per year with expenses and taxes of $12,000 per year.
- The second career is as a doctor. The doctor must
first complete four years of undergraduate studies at $10,000 per year. Then he/she must
complete four years of graduate school at $20,000 per year before starting two years of
earnings at $200,000 per year with expenses and taxes of $80,000 per year.
- The third career is as a gambler. The gambler
"invests" in the lottery $3000 dollars per year before winning the $100,000 jack
pot in the ninth year. After winning the jack pot, $40,000 in taxes are due in the 10th
year. To maintain the proper image, the gambler must spend $2000 dollars each year for
expenses.
- The fourth career is as a bank robber. The bank robber
robs a bank at time now for $100,000 which he/she deposits in a Swiss bank account. To
satisfy the IRS the robber pays $40,0000 of income tax on his "take" at the end
of the first year. The robber starts his ten year prison sentence immediately after
robbing the bank during which time he/she makes license plates for $1000 per year and has
$50 in yearly cigarette expenses.
Based on the career descriptions, determine the
present equivalent worths, future equivalent worths at the ten year point, and annual
equivalent worths of each ten year career assuming the interest rate is 6%.
What would appear to be the best career choice based
on the measures of worth?
At what time n will the doctor and the engineer have
equal present equivalent worths assuming that their pay continues at the current rate?
What is the rate of return for which the doctor and
the engineer have equal present equivalent worths? What career is favored by high interest
rates?
The first career is the engineer for which the cash
flow diagram is:

The present equivalent worth for the career is:
PE.06 = -10,000(P/A,.06,4) +
23,000(P/A,.06,6)(P/F,.06,4)
=-10.000(3.4651) + 23,000(4.9173)(.7921) =
$54,993.85
This is equal to a future equivalent worth in ten
years or:
FE.06 = 54,993.85(F/P,.06,10) =
54,993.85(1.791) = $98,386.53
or an annual equivalent worth of:
AE.06,10 = 54,993.85(A/P,.06,10) =
54,993.85(.1359) = $7465.51
The second career is the doctor for which the cash
flow diagram is:

The present equivalent worth of the career is:
PE.06 =
-10,000(P/A,.06,4)-20,000(P/A,.06.10)(P/F,.06,4)+120,000(P/A,.06.2)(P/F,.06,8)
=-10,000(3.4651)-20,000(3.4651)(.7921)+120,000(1.8334)(.6274)= $48,487.91
This is equal to a future equivalent worth in ten
years of:
FE.06 = 48,487.91(1.791) = $86,841.84
or an annual equivalent worth of:
AE.06,10 = 48,487.91(.1359) = $6589.50
The third career is the gambler for which the cash
flow diagram is:

The present equivalent worth for the career is:
PE.06 =
-5000(P/A,.06,9)-42,000(P/F,.06,10)+100,000(P/F,.06,9) =
-5,000(6.8017)-42,000(.5584)+100,000(.5919) = $1728.70
This is equal to a future equivalent worth in ten
years of:
FE.06 = 1,728.70(1.791) = $3096.10
or an annual equivalent worth of:
AE.06,10 = 1,728.70(.1359) = $234.93
The fourth career is the bank robber for which the
cash flow diagram is:

The present equivalent worth for the career is:
PE.06 = 100,000 - 40,000(P/F,.06,1) +
950(P/A,06,10) =
100,000 - 40,000(.8900) + 950(7.3601) = $71,392.10
This is equal to a future equivalent worth in ten
years of:
FE.06 = 71,392.10(1.791) = $127,863.24
or an annual equivalent worth of:
AE.06,10 = 71,392.10(.1359) =
$9,702.19
Based on these measures of worth, the career choices
appear to be:
| |
Present Equivalent |
Future Equivalent |
Annual Equivalent |
BANK ROBBER |
$71,392.10 |
$127,863.24 |
$9,702.19 |
ENGINEER |
54,933.85 |
98,386.53 |
7,465.51 |
DOCTOR |
48,487.91 |
86,841.84 |
6,589.50 |
GAMBLER |
1,728.70 |
3,096.10 |
234.93 |
The payout evaluation for the engineer and the doctor
requires setting the present equivalent worths equal so that:
Engineer
-10,000(3.4651) +
23,000(P/A,.06,n-4)(.7921) =
Doctor
-10,000(3.4651)-20,000(3.4651)(.7921)+120,000(P/A,.06,n-8)(.6274)
which reduces to:
75.288(P/A,.06,n-8)-18.2183(P/A,.06,n-4)-54.8941
= 0
now try n = 10 so that:
75.288(1.8334)-18.2183(4.9173)-54.8941
= -6.44
then n = 11 so that:
75.288(2.6730)-18.2183(5.5824)-54.8941
= 44.64
This has bracketed the zero value and:
The rate-of-return again sets the present equivalent
worths equal so that:
Engineer
-10,000(P/A,i,4) +
23,000(P/A,i,6)(P/F,i,4) =
Doctor
-10(P/A,i,4) -
20,000(P/A,i,4)(P/F,i,4) + 120,000(P/A,i,2)(P/F,i,8)
which reduces to:
[23(P/A,i,6)+20(P/A,i,4)](P/F,i,4) -
120(P/A,i,2)(P/F,i,8) = 0
Now try i=.06
[23(4.9173)+20(3.4651)](.7473) -
120(1.8334)(.6274) = 6.44
Now try i=.05
[23(5.0757)+20(3.5460)](.8227) -
120(1.8594)(1.477) = -175.17
This brackets the zero value so:

BREAK-EVEN ANALYSIS
Accountant considers BREAK-EVEN as the cumulative
production N where cumulative cash flow is zero or the CUMULATIVE REVENUE equals
CUMULATIVE COST. Cost engineers consider Break-even as the production or usage LEVEL N,
such as units per year, where the annual present equivalent worth is equal to zero or the
annual equivalent worth of two alternatives are equal.
Cumulative Profit Evaluation
(determine production quantity N)
One method for finding cumulative production N is the
COST-VOLUME-PROFIT analysis. The method calculates the cumulative cash flow of an
operation and determines the number of production units N at which the cumulative cash
flow reaches zero. As an example, assume that a product sells for $20 a unit. Then as N
units are sold the cumulative earnings from sales is:
I = 20N
There is also a FIXED cost of the production which is
NOT DEPENDENT ON N and a VARIABLE cost of the production which is dependent on N. For the
example, say that plant investment is FC = $200,000 and the cost to produce a unit is VC =
$10. The cumulative cost is then:
TC = FC + VC = 200,000 + 10N

Equating the two cash flows:
TC = I
200,000 + 10N = 20N
for a total production quantity of N = 20,000 units.
(Note: This accounting method fails to consider the
time value of money.)
Annual Equivalent Worth
Evaluation (determine production or usage level N)
Most times in a product-system the number of units N
produced affects the annual equivalent worth. When production rises to the LEVEL where the
annual equivalent worth of the system is zero, then a break-even is reached.
Another common application of this idea is the
buy/lease decision in which the usage in hours or quantity N used per year determines a
"break-even" of the annual equivalent worths of leasing and ownership. (The cost
to lease is equally offset by the cost to purchase.)
As an example, say a machine can be either leased or
purchased. The lease agreement charges $10 for every N hours of usage in a given year. The
purchase price of the machine is $5000 with a salvage value of $500 in 10 years. The
operating cost of the machine is $2 per N hours of usage in a given year. The annual
interest rate is 5 percent. The question is how many hours per year must the machine
operate before the lease and the buy break-even in terms of annual equivalent worths.
The first step is to determine how much it cost PER
YEAR to operate the purchased machine no matter how many hours it is operated. (The term
COST is from accounting. The better term is WORTH since the time value of money is used to
determine the actual values.) This is often called FIXED COSTS and for the machine is:
ANNUAL FIXED COST = 5000 ( A/P,.05,10)
- 500( A/F,.05,10)
The VARIABLE COSTS is the expense that varies with
the number of hours operated PER YEAR or:
ANNUAL VARIABLE COST = 2N
(Note: The number of hours operated is on a yearly
basis so the variable cost is also an annual worth.)
The total annual cost for the ownership of the
machine is:
ANNUAL COST TO BUY = 5000(.1295) -
500(.0795) + 2N = 607.75 + 2N
The lease annual cost is simply 10N since N is based
on yearly hourly usage. If the two costs are equated:
10N = 607.75 + 2N
N = 75.96 hours per year
This would indicate that for less than
75.96 hours per year the lease agreement is better than the buy.
QUESTIONS 10
- You have $150,000 in your bank account earning 2%.
Your husband/wife has abetter ideas for the money and is looking for a new house. The
three mutually exclusive choices on the market are the "Bungalow" for $50,000,
the "Ranch" for $100,000, and the "Estate" for $150,000. Based on your
budget forecast the Bungalow will cost $500 per year to maintain with a sales value of
$60,000 in ten years; the Ranch will cost $1000 per year to maintain with a sales value in
of $150,000 in ten years; and the Estate will cost $1500 per year to maintain with a sales
value of $200,000 in ten years. Your husband/wife has pointed out that your money is only
earning $32,848.50 in the bank over the next ten years and that you could make $35,000 on
the purchase of the Estate over the next ten years. Use your knowledge of alternative
evaluation to select a course of action.
- McCann Farms Inc. has a cow-calf
operation in Appanoose County, Ia. In 1989 the Corporation invested $50,000 in renovating
the properties and $20,000 in rebuilding the 80 head cow herd. We sell our calves at $500
a piece and we invest in the cow/calf about $200 a year. Under these conditions, when will
our accountant think we have produced enough calves to have "broken-even"? If we
expect a life for our facilities and heard of 20 years, what is the production level of
calves per year where we will have an annual equivalent worth of zero at 10% interest?
What is the annual equivalent worth of our operation if we produce 78 calves per year?
- I am considering the option of
leasing a car rather than buying a car. The motor company is willing to lease me a car at
a flat rate of $400 per month for five years. To purchase a new car will cost $18,000.00,
12 cents a mile for upkeep (gas and oil cost the same for both options), and $500 in
salvage at the end of 10 years. If the effective interest rate is .5% per month, how many
miles per month must I drive before the lease and buy are a standoff? What if I drive the
purchased car for 5 years and salvage the vehicle for $5000? What if I drive the purchase
car for 20 years and salvage the vehicle at $25? What does all this imply?
- Another way to look at the lease
option is to determine the number of MONTHS that a car must be leased before a lease/buy
decision is a breakeven proposition. Say that I drive 1100 miles per month. The value of
the car depreciates at a rate of 1% per month so that the salvage value for any given
month is known. If the other data in problem three applies, determine the number of months
before breakeven and the option that is best when the time period is LESS than breakeven.
ANSWERS 10
- You have $150,000 in your bank account earning 2%.
Your husband/wife has abetter ideas for the money and is looking for a new house. The
three mutually exclusive choices on the market are the "Bungalow" for $50,000,
the "Ranch" for $100,000, and the "Estate" for $150,000. Based on your
budget forecast the Bungalow will cost $500 per year to maintain with a sales value of
$60,000 in ten years; the Ranch will cost $1000 per year to maintain with a sales value in
of $150,000 in ten years; and the Estate will cost $1500 per year to maintain with a sales
value of $200,000 in ten years. Your husband/wife has pointed out that your money is only
earning $32,848.50 in the bank over the next ten years and that you could make $35,000 on
the purchase of the Estate over the next ten years. Use your knowledge of alternative
evaluation to select a course of action.
Your husband/wife has probably "cashflowed"
the houses and found that the Bungalow(B) returns $5,000, the Ranch(R) returns $40,000,
and the Estate (E) returns $35,000 while the bank account earns only $32,848.50 over the
next ten years.
Your too smart for this trick, so you consider the
present worth of each house relative to the interest rate provided by the bank or 2%.
PEB = -$50,000 -
$500(8.9824) + $60,000(.82035) = -$5,270.14
PER = -$100,000 - $1000(8.9824) + $150,000(.82035) = $14,070.26
PEE = -$150,000 - $1500(8.9824) + $200,000(.82035) = $596.61
The question now is whether to invest in the Ranch
and leave the rest of the money in the bank at 2% or to invest in the Estate the whole
$150,000. This can be resolved using the rate-of-return approach. First set up comparison
table in order of present worth of invested capital at 2% where:
iB.02 = 50,000 +
500(8.9824 = $54,491.20
iR.02 = 100,000 + 1000(8.9824) = $108,982.40
iE.02 = 150,000 + 1500(8.9824) = $163,473.60
and:

The values in the table are found by calculating the
internal rates-of-return for the first column such that for the Bungalow:
PEB,i = -50,000 -
500(P/A,i,10) + 60,000(P/F,i,10) = 0
PEB,.01 = -50,000 - 500(9.4711) + 60,000(.9053) = -$418.24
PEB,.00 = -50,000 - 500(10.000) + 60,000(1.000) = $5000.00

and the Ranch:
PER,i = -100,000 -
1,000(P/A,i,10) + 150,000(P/F,i,10) = 0.00
PER,.04 = -100,000 - 1,000(8.1108) + 150,000(.6756) =
-$6,775.93
PER,.03 = -100,000 - 1,000(8.5303) + 150,000(.7441) =
$3,083.48

and the Estate:
PEE,i = -150,000 -
1,500(P/A,i,10) + 200,000(P/F,i,10) = 0.00
PEE,.03 = -150,000 - 1,500(8.5303) + 200,000(.7441) =
-$13,977.03
PEE,.02 = -150,000 - 1.500(8.9824) + 200,000(.8203) =
$596.61

The step for the investment gap between Bungalow and
Ranch is then:
PEB,i = PER,i
-50,000-500(P/A,i,10)+60,000(P/F,i,10)=-100,000-1,000(P/A,i,10)+150,000(P/F,i,10)
i=.05 50,000+500(7.7217)-90,000(.6139)
= -$1390.15
i=.06 50,000+500(7.3601)-90,000(.5584) = $3424.05

between Bungalow and Estate:
PEB,i = PEE,i
-50,000-500(P/A,i,10)+60,000(P/F,i,10)=-150,000-1,500(P/A,i,10)+200,000(P/F,i,10)
i = .02 100,000 + 1000(8.9824) -
140,000(.8203) = -$5866.74
i = .03 100,000 + 1000(8.5303) - 140,000(.7440) = $4357.40

and between Ranch and Estate:
PER,i = PEE,i
-100,000-1,000(P/A,i,10)+150,000(P/F,i,10)=-150,000-1,500(P/A,i,10)+200,000(P/F,i,10)
i=-.01
50,000+500(10.5727)-50,000(1.1057)= $0.0025
The network for the rates-of-return in order of
increasing investment present worths is then:

resulting in the best path for the investment as Bank
-> Ranch and only a negative return for the extra investment cost of the Estate. The
best decision is to invest in the Ranch and leave the rest of the money in the bank at 2%.
(Note: You can also point the vectors in the
direction of the highest present worth of the two alternatives on each vector when the
evaluated interest rate is LESS than on the vector. This diagram will give the highest
present equivalent worth satisfying the minimum acceptable interest rate.)
- McCann Farms Inc. has a cow-calf
operation in Appanoose County, Ia. In 1989 the Corporation invested $50,000 in renovating
the properties and $20,000 in rebuilding the 80 head cow herd. We sell our calves at $500
a piece and we invest in the cow/calf about $200 a year. Under these conditions, when will
our accountant think we have produced enough calves to have "broken-even"? If we
expect a life for our facilities and heard of 20 years, what is the production level of
calves per year where we will have an annual equivalent worth of zero at 10% interest?
What is the annual equivalent worth of our operation if we produce 78 calves per year?
The fixed costs for the operation are the $50,000
invested in renovating and the $20,000 in the herd. The variable costs are the $200 spent
on each cow and calf. The revenue generated is the $500 per calf sold. In the form of the
accounts break-even analysis:
FC + VC = Revenue
70,000 + 200N = 500N where N is total number sold
N = 234 calves
Taking into account the time value of money and
restructuring our problem so that N is the level of calf production per year, the
break-even point is now:
70,000(A/P,.10,20) + 200N = 500N
70,000(.1175) + 200N = 500N
N = 27.41 calves per year
If we produce 78 calves per year then the annual
equivalent worth is:
500(78)-200(78)-70,000(.1175) =
$15,175.00
- I am considering the option of
leasing a car rather than buying a car. The motor company is willing to lease me a car at
a flat rate of $400 per month for five years. To purchase a new car will cost $18,000.00,
12 cents a mile for upkeep (gas and oil are the same for both), and $500 in salvage at the
end of 10 years. If the effective interest rate is .5% per month, how many miles per month
must I drive before the lease and buy are a standoff? What if I drive the purchased car
for 5 years and salvage the vehicle for $5000? What if I drive the purchase car for 20
years and salvage the vehicle at $25? What does all this imply?
The MONTHLY cost to operate the purchased car for 10
years or 120 months can be equated to the lease costs per month such that:
18,000(A/P,.005,120)-500(A/F,.005,120)+.12N
= 400
18,000(.011102)-500(.006102)+.12N = 400
N = 1,693.45 miles per month
The MONTHLY cost to operate the purchased car for 5
years or 60 months can be equated to the rental costs per month such that:
18,000(.0193328)-5000(.0143328)+.12N =
400
N = 1030.61 miles per month
The MONTHLY cost to operate the purchased car for 20
years or 240 months can be equated to the rental costs per month such that:
18,000(.0071643)-25(.0021643)+.12N =
400
N = 2289.14 miles per month
This implies that the longer you own your car the
more miles you must drive per month to make a lease car of interest. And even if you trade
your car in early, you still have to drive more than 10,000 miles per year to make the
lease attractive.
- Another way to look at the lease
option is to determine the number of MONTHS that a car must be leased before a lease/buy
decision is a breakeven proposition. Say that I drive 1100 miles per month. The value of
the car depreciates at a rate of 1% per month so that the salvage value for any given
month is known. If the other data in problem three applies, determine the number of months
before breakeven and the option that is best when the time period is LESS than breakeven.
Solving this problem requires equating the present
worths on day of purchase or lease of each alternative and finding n or number of months
required to satisfy the relationship. For the buy option the present worth of the car for
any n is negative the purchase price of the car, negative the maintenance costs through
month n and plus the depreciated value of the car at month n or:
PEB = -18,000 - .12(1100)(P/A,.005,n)
+ 18,000(1-.01n)(P/F,.005,n)
The present worth of the lease is simply negative the
lease payment through month n (assuming payments made at the end of the month)
PEL = 400(P/A,.005,n)
The two present worths can be equating and
restructured to reflect the marginal gain of the buy option over the lease option.
PEB-L = 18,000[(1-.01n)(P/F,.005,n)-1]
+ 268(P/A,.005,n)
Now for trial and error to find a n that equates the
two options or PB-PL=0.

PEB-L = 18,000[(1-.05).9753 - 1] +
4.9256(268) -$2.30
n=6 P/A = 5.8768 P/F = .9705
PEB-L = 18,000[(1-.06).9705 - 1]
5.8768(268) = $1.3716
The resulting solution is then:

It would appear from the calculations that for a
period of time less than 5.62 months the PEB-L < 0 so that the lease has the advantage
up to 5.62 months and the buy has the advantage after 5.62 months.
DECISION MAKING
DECISION MAKING PROCESS
A. COURSES OF ACTION (i)
B. FUTURE SITUATION (j)
C. PREDICT OUTCOMES (ij)
D. MEASURE OUTCOME VALUES (Vij)
E. PREDICT PROBABILITIES OF OUTCOMES
F. DETERMINING BEST COURSE OF ACTION
PAYOFF MATRIX
A. CERTAIN
FUTURE
B. DOMINANCE
C. ASPIRATION LEVELS
D. MOST PROBABLE OUTCOME
E. EXPECTED VALUE
F. LAPLACE CRITERION
G. MAXIMIN (CYA)
H. MAXIMAX (GO FOR BROKE)
I HURWICZ CRITERION
DECISION
MAKING
Decision making is the selection of a ALTERNATIVE
course of action from a number of OUTCOMES of FUTURE SITUATIONS defined in terms of
technical performance measures (TPM). For most design and operational decisions, the
objective is to optimization the outcome. The major component steps that go into decision
making are:
- Determining alternative courses of action i.
- Determining future situations j.
- Predicting outcomes for a given action in a given
situation.
- Measuring outcome values based on TPM.
- Predicting the likelihood of outcomes pj.
- Deciding on a course of action i.
These components are often organized as a DECISION
EVALUATION MATRIX which appears as:
alternatives |
p1
1 |
p2
2 |
p3
3 |
p4
4 |
Pj
j |
probability
situation |
1 |
V11 |
V12 |
V13 |
V14 |
V1j |
2 |
V21 |
V22 |
V23 |
V24 |
V2j |
3 |
V31 |
V32 |
V33 |
V34 |
V3j |
. |
. |
. |
. |
. |
. |
i |
Vi1 |
Vi2 |
Vi3 |
Vi4 |
Vij |
where:
- A set of i mutually exclusive alternatives as the
rows.
- A set of j mutually exclusive situations as columns.
- A set of equivalent worth or value measures Vij for
outcomes.
- A set of probabilities pj for the situations.
The most common form of decision matrix is the PAYOFF
MATRIX which is built on the assumption that:
- All possible future situations are known or > pj =
1.
- The technical performance measure is economic worth
PE.
- The occurrence of one outcome precludes the occurrence
of another.
- The occurrence of a specific situation is not
influenced by the alternative selected (the pi value is the same for all alternatives).
- The future is uncertain or no pi = 1.
An example of a payoff matrix would be:
| |
.10
1 |
.20
2 |
.25
3 |
.10
4 |
.35
5 |
= 1 |
1 |
$10 |
5 |
8 |
-3 |
9 |
2 |
20 |
15 |
10 |
-50 |
8 |
3 |
-5 |
4 |
8 |
-60 |
5 |
4 |
30 |
10 |
-10 |
15 |
20 |
Depending on ones view of the future, and willingness
to take risks, the payoff matrix can be evaluated in a number of different ways.
Certain Future
If the future situation is known, then the payoff
matrix can be reduced to a single column. (This is like having a certain tip at the race
track.) If our example matrix is a certainty for the first situation, then:
and the best alternative results in
the maximum worth max [10,20,-5,30] = 30 outcome or alternative 4 for $30.
Maximum and Minimum Dominance
In many cases a given alternative will dominate the
matrix as either a consistent winner or consistent loser. This dominance can be found by
finding the maximum and minimum payoff for each situation and determining if a single
alternative is the source of the min or max value. For the example, say the table is
changed to be:
| |
.10
1 |
.20
2 |
.25
3 |
.10
4 |
.35
5 |
= 1 |
1 |
$10 |
5 |
8 |
-3 |
9 |
2 |
20 |
15 |
10 |
-50 |
8 |
3 |
-5 |
4 |
8 |
-60 |
5 |
4 |
30 |
10 |
(+10) |
15 |
20 |
Max
Min |
30
-5 |
15
4 |
10
8 |
15
-60 |
20
5 |
The maximum values are from the [4,2,2,4,4]
alternatives respectively and there is no MAXIMUM DOMINANCE. For the minimum values the
[3,3,3,3,3] alternativedominates so the alternative has MINIMUM DOMINANCE and does not
need to be considered as a maximizing alternative.
Minimum and Maximum Aspiration
Level
Most people cannot afford to be exposed to a loss
that is too greater or they might want possible rewards above a certain level. These
ASPIRATION LEVELS can be used to screen alternatives. For example:
| |
.10
1 |
.20
2 |
.25
3 |
.10
4 |
.35
5 |
= 1
Max |
Min |
1 |
$10 |
5 |
8 |
-3 |
9 |
10 |
-3 |
2 |
20 |
15 |
10 |
-50 |
8 |
20 |
-50 |
3 |
-5 |
4 |
8 |
-60 |
5 |
8 |
-60 |
4 |
30 |
10 |
-10 |
15 |
20 |
30 |
-10 |
if the maximum possible loss that would be acceptable
is no less than -$20 then alternatives 1 and 4 are acceptable. If the desired gain of $20
or more is desired then 2 and 4 are acceptable. The only alternative that would be
feasible under the given aspiration levels is alternative 4 at the intersection of the two
sets [1,4] and [2,4] = [4].
Most Probable Situation or
Risk
Often it is impossible to determine the statistics of
all future situation although the "most probable situation" is easy to
determine. In the example problem:
| |
.35
5 |
1 |
9 |
2 |
8 |
3 |
5 |
4 |
20 |
Max |
20 |
situation number five is the most probable because it
has the highest probability of happening. Given the decision that situation five will most
probably happen, it can be treated as a certain future leading to a decision to follow
alternative 4 for a profit of $20.
Maximum Expected Value or Risk
Business decisions are often a series of risks in
which similar situations are faced again and again. Given this environment, it is often
best to balance the losses with the winnings by making decisions on expected outcomes. For
the example payoff matrix:
| |
.10
1 |
.20
2 |
.25
3 |
.10
4 |
.35
5 |
= 1
expected |
1 |
$10 |
5 |
8 |
-3 |
9 |
1 + 1 + 2
-.3 + 3.15 = 6.85 |
2 |
20 |
15 |
10 |
-50 |
8 |
2 + 3 +
2.5 -5 + 2.8 = 5.30 |
3 |
-5 |
4 |
8 |
-60 |
5 |
-.5+.8 + 2
- 6 + 1.75 =-1.95 |
4 |
30 |
10 |
-10 |
15 |
20 |
3 +.3 -2.5
+ 1.5 + 7 = 9.30 |
| |
|
|
|
|
|
Max 9.30 |
the expected payoff for each alternative is the total
of the probabilities multiplied times the payoffs for each situation. The maximum expected
value is 9.30 for the fourth alternative.
This approach is often used in engineering economy to
assign present worths to a set of alternatives when future interest rates are at risk. A
good example would be the evaluation of two alternative investments where the money flow
diagrams are:


and the future interest rates are split 50/50 between
5% and 8%. The present equivalent worths for the two alternatives when the interest rate
is 5% are:
PE.05 = -80 + 20( F/A,.05,5 ) = -80 +
20(4.3295) = 6.59
PE.05 = -80 + 150( P/F,.05,5 ) = -80 +
150(.7835) = 37.53
The present equivalent worths for the two
alternatives when the interest rate is 8% are:
PE.08 = -80 + 20( F/A,.05,5 ) = -80 +
20(3.9927) = -.15
PE.08 = -80 + 150( P/F,.05,5 ) = -80 +
150 (.6806) = 22.09
The payoff matrix is then:
| |
.5
1 |
.5
2 |
expected |
1 |
6.59 |
-.15 |
3.22 |
2 |
37.53 |
22.09 |
29.81 |
| |
|
|
Max 29.11 |
for an expected present equivalent payoff of $29.11
if alternative two is taken.
Laplace Criterion or Uncertainty
When information about the probability of the
situations is missing or uncertain, then it is often useful to ASSUME that every situation
is equally likely. In this approach, each situation is given EQUAL probability. For the
example, the probability of each of the five situations is assumed to be 1.00/5 = .20 so
that:
| |
.20
1 |
.20
2 |
.20
3 |
.20
4 |
.20
5 |
expected |
1 |
$10 |
5 |
8 |
-3 |
9 |
2 + 1 +
1.6 -.6 + 1.8 = 5.80 |
2 |
20 |
15 |
10 |
-50 |
8 |
4 + 3 + 2
-10 + 1.6 = 0.60 |
3 |
-5 |
4 |
8 |
-60 |
5 |
-1 + .8 +
1.6 -12 + 1 =-9.60 |
4 |
30 |
10 |
-10 |
15 |
20 |
6 + 2 -2 +
3 + 4 =13.00 |
| |
|
|
|
|
|
Max 13.00 |
The maximum expected value is 13.00 for the fourth
alternative.
Maximin Criteria (Cover Your
Ass)
Decision making can be viewed as a game played
against an opponent who chooses the worst situation for the decision maker. If the
opponent is very smart (or Murphy's law) one strategy is to play the alternative that will
result in the best result given that the opponent selects your worst situation. This is
accomplished by selecting the alternative that gives the maximum of the minimum outcomes.
For the example payoff table this is:
| |
.20
1 |
.20
2 |
.20
3 |
.20
4 |
.20
5 |
Min
|
1 |
$10 |
5 |
8 |
-3 |
9 |
-3 |
2 |
20 |
15 |
10 |
-50 |
8 |
-50 |
3 |
-5 |
4 |
8 |
-60 |
5 |
-60 |
4 |
30 |
10 |
-10 |
15 |
20 |
-10 |
| |
|
|
|
|
Max |
-3 |
for an outcome of -3 when alternative one is
selected.
Maximax (Go for broke)
Some people are forever optimistic with the
assumption that opponents will select the best situation for any alternative selected. For
the example payoff table this is:
| |
1 |
2 |
3 |
4 |
5 |
Max |
1 |
$10 |
5 |
8 |
-3 |
9 |
10 |
2 |
20 |
15 |
10 |
-50 |
8 |
20 |
3 |
-5 |
4 |
8 |
-60 |
5 |
8 |
4 |
30 |
10 |
-10 |
15 |
20 |
30 |
| |
|
|
|
|
Max |
30 |
for an optimistic outcome of 30 when alternative four
is selected.
Hurwicz Criterion
Hurwicz's method is a tool for balancing the optimism
of Maximax and the pessimism of Maximin. The method determines a value for each
alternative that is a linear combination of the best payoff and the worst payoff. Let
1<a<0 be an index of optimism so that for a given value of "a" the value
for an alternative i is:
alternative value i = a[maxj Vij] + (1-a)[minj Vij]
and the maximum of all alternatives is:
Outcome = Maxi [alternative values i]
As an example say that one is "a"=.8
optimistic, then:
| |
1 |
2 |
3 |
4 |
5 |
|
1 |
$10 |
5 |
8 |
-3 |
9 |
.8(10)+.2(
-3) = 7.4 |
2 |
20 |
15 |
10 |
-50 |
8 |
.8(20)+.2(-50)
= 6.0 |
3 |
-5 |
4 |
8 |
-60 |
5 |
.8(
8)+.2(-60) =-5.6 |
4 |
30 |
10 |
10 |
15 |
20 |
.8(30)+.2(-10)
=22.0 |
| |
|
|
|
|
Max |
Max 22.0 |
for the "a"=.8 optimistic outcome of 22.0
when alternative four is selected.
Summary
The decision making tools above are not intended to
control the decision maker. The decision maker must determine the driving force for the
decision making process (certainty, bounded aspirations, risk, uncertainty, conservative,
risk taker, odds maker) and follow the method that provides for compatible analysis.
QUESTIONS 11
- What are the basic steps in decision making?
- What are the basic components of
a payoff matrix?
- What assumptions are implied in
the matrix structure?
- What different assumptions of
decision making are reflected in the expected value method, the Laplace method, the
Maximin method and the Maximax method?
- Given the following payoff
matrix for which your are trying to maximize the payoff:
|
1 |
2 |
3 |
4 |
5 |
1 |
40 |
20 |
-10 |
-8 |
0 |
2 |
10 |
30 |
10 |
6 |
-5 |
3 |
10 |
20 |
-15 |
-8 |
-10 |
4 |
10 |
10 |
-20 |
-10 |
-5 |
Reduce the matrix to a simpler matrix form using
dominance. What kind of dominance is demonstrated by the payoff matrix?
- What is the expected future
worth of an investment of $500.00 for 10 years when the probability of a 3% interest rate
is 50%, a 5% interest rate is 30%, and 9% interest rate is 20%?
- When I drive to Newton I must
follow a route that either crosses a railroad track or an overpass. The advantage of the
railroad crossing route is that it takes only 25 miles as compared to the 30 miles of the
overpass route. Unfortunately, when a train blocks my path (the trains take forever to
pass) I must detour another 6 miles to reach an overpass resulting in 31 mile route.
The odds of a train arriving at the crossing at the
same time I do is only 10%, so it is tempting to try my luck. Given this information, set
up a payoff matrix and determine the route that has the lowest expected distance.
Farmers must buy
their seed in the winter to be ready for the spring planting. Seeds have different
maturity dates and yields depending on the length of the growing season. A payoff table in
bushels be acre for this effect might be:
| |
Late fall |
Early
Fall |
Short
Maturity |
110
bushels |
100
bushels |
Long
Maturity |
130
bushels |
90
bushels |
Most farmers are conservative. Under this assumption
what kind of seed will they buy? If you like to take risks, what kind of seed would your
buy? If you are 10% optimistic, what seed would you buy and what yield would you expect?
ANSWERS 11
What are the basic steps in decision
making?
1. Determining alternative courses of action.
2. Determining future situations.
3. Predicting outcomes for a given action in a given situation.
4. Measuring outcome values.
5. Predicting probabilities outcomes.
6. Deciding on a course of action.
- What are the basic components of a payoff matrix?
1. A set of i mutually exclusive alternatives as the
rows.
2. A set of j mutually exclusive situations as columns.
3. A set of equivalent worth or value measures Vij for outcomes.
4. A set of probabilities pj for the situations.
- What assumptions are implied in
the matrix structure?
- All possible future situations are known or > pi =
1.
- The equivalent evaluation measures are in economic
worth.
- The occurrence of one outcome precludes the occurrence of another.
- The occurrence of a specific situation is not
influenced by the alternative selected (the pi value is the same for all alternatives).
- The future is uncertain or no pi = 1.
- What different assumptions of
decision making are reflected in the expected value method, the Laplace method, the
Maximin method and the Maximax method?
- The expected value method assumes an average payoff
from uncertain outcomes in which the chosen alternative is tried multiple times.
- The Laplace method assumes an average payoff from
purely random outcomes in which the chosen alternative is tried multiple times.
- The Maximin method assumes a perfect opponent who can
select the best outcome from the opponents point of view.
- The Maximax method assumes a losing opponents who has
selected the losing outcome.
- Given the following payoff
matrix for which your are trying to maximize the payoff:
| |
1 |
2 |
3 |
4 |
5 |
1 |
40 |
20 |
-10 |
-8 |
0 |
2 |
10 |
30 |
10 |
6 |
-5 |
3 |
10 |
20 |
-15 |
-8 |
-10 |
4 |
10 |
10 |
-20 |
-10 |
-5 |
Reduce the matrix to a simpler matrix form using
dominance. What kind of dominance is demonstrated by the payoff matrix?
The last decision is redundant since all other
alternatives have higher values for every alternative. As a result, for maximum payoff,
the matrix can be reduced to:
| |
1 |
2 |
3 |
4 |
5 |
1 |
40 |
20 |
-10 |
-8 |
0 |
2 |
10 |
30 |
10 |
6 |
-5 |
3 |
10 |
20 |
-15 |
-8 |
-10 |
- What is the expected future
equivalent worth of an investment of $500.00 for 10 years when the probability of a 3%
interest rate is 50%, a 5% interest rate is 30%, and 9% interest rate is 20%?
E[FE10] = .50(500)(F/P,.03,10) +
.30(500)(F/P,.05,10) + .20(500)F/P,.09,10) =
.50(500)(1.34392) + .30(500)(1.62889) + .20(500)(2.36736) =
E[FE10] = $817.05
When I drive to
Newton I must follow a route that either crosses a railroad track or an overpass. The
advantage of the railroad crossing route is that it takes only 25 miles as compared to the
30 miles of the overpass route. Unfortunately, when a train blocks my path (the trains
take forever to pass) I must detour another 6 miles to reach an overpass resulting in 31
mile route.
The odds of a train arriving at the crossing at the
same time I do is only 10%, so it is tempting to try my luck. Given this information, set
up a payoff matrix and determine the route that has the lowest expected distance.
The payoff matrix for the trip is:
| |
train
.10 |
no train
.90 |
Expected
|
crossing |
31 |
25 |
3.1 +
22.5 = 25.6 |
overpass |
30 |
30 |
3.0 +
27.0 = 30.0 |
| |
|
|
max 25.6
miles |
for which the minimum expected travel distance is
25.6 miles while using the railroad crossing route.
- Farmers must buy their seed in
the winter to be ready for the spring planting. Seeds have different maturity dates and
yields depending on the length of the growing season. A payoff table in bushels be acre
for this effect might be:
| |
Late fall |
Early
Fall |
Short
Maturity |
110
bushels |
100
bushels |
Long
Maturity |
130
bushels |
90
bushels |
Most farmers are conservative. Under this assumption
what kind of seed will they buy? If you like to take risks, what kind of seed would your
buy? If you are 10% optimistic, what seed would you buy and what yield would you expect?
Under the conservative Maximin method as illustrated
below:
| |
Late fall |
Early
Fall |
|
Short
Maturity |
110
bushels |
100
bushels |
100 |
Long
Maturity |
130
bushels |
90
bushels |
90 |
| |
|
|
Max 100 |
The farmer will select the short maturity variety for
a yield of 100 bushels per acre. The risk taker will use the Maximax method as
illustrated:
| |
Late fall |
Early
Fall |
|
Short
Maturity |
110
bushels |
100
bushels |
110 |
Long
Maturity |
130
bushels |
90
bushels |
130 |
| |
|
|
Max 130 |
and select the long maturity variety for 130 bushels
per acre. If the farmer is 10% optimistic about the growing season then the Hurwicz method
is used:
| |
Late fall |
Early
Fall |
|
Short
Maturity |
110
bushels |
100
bushels |
11 + 90 =
101 |
Long
Maturity |
130
bushels |
90
bushels |
13 + 81 =
94 |
| |
|
|
Max 101 |
for a short maturity variety with an expected yield
of 101 bushels per acre.
CASE STUDY 10 - Day at the
track
You have finally decided to make your first $2 bet at
the race track. The pari-mutuel betting odds are 1/1 for horse 1, 3/1 for horse 2, 7/1 for
horse 3 and 7/1 for horse 4. Assuming that the odds reflect the true probability of the
horse winning (no house), set up a payoff matrix for your $2 bet.
Race winner
|
.5
1 |
.25
2 |
.125
3 |
.125
4 |
Bet |
1 |
$2 |
-$2 |
-$2 |
-$2 |
2 |
-2 |
6 |
-2 |
-2 |
3 |
-2 |
-2 |
14 |
-2 |
4 |
-2 |
-2 |
-2 |
14 |
odds |
1/1 |
3/1 |
7/1 |
7/1 |
If you have a sure tip that horse 2 will win,
determine the value of your certain bet.
A sure winner for betting on horse 2 will result in a
$6 winnings.
Can your determine any dominance in the
payoff table?
|
.5
1 |
.25
2 |
.125
3 |
.125
4 |
Bet |
1 |
$2 |
-$2 |
-$2 |
-$2 |
2 |
-2 |
6 |
-2 |
-2 |
3 |
-2 |
-2 |
14 |
-2 |
4 |
-2 |
-2 |
-2 |
14 |
odds |
1/1 |
3/1 |
7/1 |
7/1 |
max |
2(1) |
6(2) |
14(3) |
14(3) |
min |
-2(4) |
-2(4) |
-2(4) |
-2(3) |
No one bet will dominate the max or the min values in
the payoff table so there is no dominance.
If your aspiration level is to lose no more than $2
but to win $14, what is the horse you would bet on?
Race winner
|
.5
1 |
.25
2 |
.125
3 |
.125
4 |
max |
min |
Bet |
1 |
$2 |
-$2 |
-$2 |
-$2 |
2 |
-2 |
2 |
-2 |
6 |
-2 |
-2 |
6 |
-2 |
3 |
-2 |
-2 |
14 |
-2 |
14 |
-2 |
4 |
-2 |
-2 |
-2 |
14 |
14 |
-2 |
There are two bets that result in winnings and loses
within your aspiration levels and those are horses 3 and 4.
Based on the most probable outcome, what are your
winnings?
The most probable outcome is horse 1 at 50% returning
$2 in winnings.
What is the bet that results in the greatest expected
value assuming that the same race will be run at the same odds over and over again?
Race winner
|
.5
1 |
.25
2 |
.125
3 |
.125
4 |
Expected values |
Bet |
1 |
$2 |
-$2 |
-$2 |
-$2 |
1 - .5 - .25 - .25 = $0.00 |
2 |
-2 |
6 |
-2 |
-2 |
-1 + 1.5- .25 - .25 = 0.00 |
3 |
-2 |
-2 |
14 |
-2 |
- .5
+1.75 - .25 = 0.00 |
4 |
-2 |
-2 |
-2 |
14 |
-1 - .5 - .25 +1.75 = 0.00 |
| |
|
|
|
|
|
max $0.00 |
The greatest expected value is achieved by betting on
any horse.
It might be of interest to note that the expected
value is the AVERAGE winnings per bet and not the winnings at any point in time. As an
example, say that for seven bets you selected horse 4 and lost. The you now win on eight
bet. At this point in time you have earned $14-$14=$0 or on average of $.00 for the eight
bets.
Laplace does not trust the odds makers. Using his
method, determine a betting strategy and the expected value.
Race winner
|
.5
1 |
.25
2 |
.125
3 |
.125
4 |
Expected values |
Bet |
1 |
$2 |
-$2 |
-$2 |
-$2 |
.5 -.5 - .5
- .5 = -$1.00 |
2 |
-2 |
6 |
-2 |
-2 |
-.5 +1.5- .5
- .5 = 0.00 |
3 |
-2 |
-2 |
14 |
-2 |
-.5 -.5 +3.5
- .5 = 2.00 |
4 |
-2 |
-2 |
-2 |
14 |
-.5 -.5 - .5
+3.5 = 2.00 |
| |
max $2.00 |
The greatest expected value is achieved by betting on
horse 3 or 4.
To cover your a__ you have decided to use the Maximin
criterion for placing your bets. What bet would you place and what is the expected value
of the bet?
Race winner
|
.5
1 |
.25
2 |
.125
3 |
.125
4 |
min |
Bet |
1 |
$2 |
-$2 |
-$2 |
-$2 |
-2 |
2 |
-2 |
|
-2 |
-2 |
-2 |
3 |
-2 |
-2 |
14 |
-2 |
-2 |
4 |
-2 |
-2 |
-2 |
14 |
-2 |
| |
max -$2 |
No matter which horse you bet on you have a
possibility of losing. To be on the safe side don't bet.
Most gamblers are optimistic. With this view of life,
use the Maximax to place your bet and estimate your winnings.
Race winner
|
.5
1 |
.25
2 |
.125
3 |
.125
4 |
min |
Bet |
1 |
$2 |
-$2 |
-$2 |
-$2 |
$2 |
2 |
-2 |
6 |
-2 |
-2 |
6 |
3 |
-2 |
-2 |
14 |
-2 |
14 |
4 |
-2 |
-2 |
-2 |
14 |
14 |
| |
max $14 |
This approach goes for the long shots of horse 3 and
4 with a hopeful winning of $14.
Most people are ready to take some risk. Use the
Hurwicz criterion to be 50% optimistic when you bet and determine the expected winnings.
Race winner
|
.5
1 |
.25
2 |
.125
3 |
.125
4 |
Expected values
.5max + .5min |
Bet |
1 |
$2 |
-$2 |
-$2 |
-$2 |
$1 - $1 =
$0.00 |
2 |
-2 |
6 |
-2 |
-2 |
3 - 1 = 2.00 |
3 |
-2 |
-2 |
14 |
-2 |
7 - 1 = 6.00 |
4 |
-2 |
-2 |
-2 |
14 |
7 - 1 = 6.00 |
| |
|
|
|
|
|
max $6.00 |
The bets should be placed on horse 3 or 4 with an
expected winnings of $6.00
DECISION TREES
The decision evaluation matrix is often too
restrictive for the decision making process. Another, more flexible, form for modeling
decision making is the decision tree. Take the decision matrix for the maximum expected
value criteria:
probability
situation |
.4
1 |
.6
2 |
expected |
Alternative |
1 |
6 |
3 |
4.2 |
2 |
2 |
-1 |
0.2 |
3 |
5 |
4 |
4.4 |
| Max
= 4.4 |
For the above problem, the same
information can be displayed in the form of a tree:

where the alternative selection is considered
DECISIONS and indicated by the D nodes and the situations are stochastic EVENTS and
indicated by S nodes. For our example problem, originally in matrix form, we started with
a decision to choose one of three alternatives. Each alternative led to the chance outcome
of the two situations where each branch indicates a "replay" of the two
situations for each decision. The size of the decision tree can be quite large given that
every situation has to be modeled for every decision, but the tree form allows for greater
flexibility in defining situations and alternative decisions.
To evaluate the tree, using the expected value
method, trace the tree backwards from the outcomes to the starting decision. This backward
approach to finding the best alternative is called BACKWARD INDUCTION. For our sample
problem the expected value for each of the stochastic nodes is found using the
probabilities times the outcomes. For outcomes V11 and V12, that would result in:
E[V1] = p1(V11) + p2(V12) = .4(6) +
.6(4) = 4.2
This E[V1] is considered equivalent to the stochastic
process at the node so that the tree can be reduced to:

The resulting tree is now a simple decision that is
within the control of the decision maker. Assuming the decision maker is rational, then:
D=Max(E[V1],E[V2],E[V3])=4.4 with
alternative 3
for the expected value of the tree.
Compounded Trees
Trees can be compounded, just as with
"lotteries", by simply expanding the branches:

The solution method for the best alternative is
exactly the same where the backward induction starts at the last branches and works back
toward the decision node by replacing stochastic nodes with expected values. For our
compounded tree the last branches reduce to:

which then reduce to:

for the final decision of:
D=Max(EV)=4.8 with alternative 1
[C]ritical [P]ath [M]ethod
PROJECTS
ACTIVITIES (little
projects)
PRECEDENCE
NETWORKS
A. PRECEDENCE
DIAGRAM
B. ARROW DIAGRAM
C. DUMMIES
D. NODE NUMBERS AND LOOPS
NODE TIMES
A. FORWARD PASS and EARLY START
B. BACKWARD PASS and LATE FINISH
ACTIVITY TIMES
A. ACTIVITY EARLY START TIME
B. ACTIVITY LATE START TIME
C. ACTIVITY EARLY FINISH TIME
D. ACTIVITY LATE FINISH TIME
FLOAT or SLACK
A. TOTAL FLOAT
B. FREE FLOAT
C. SAFETY FLOAT (European)
D. INDEPENDENT FLOAT (European)
E. NEGATIVE FLOAT
CRITICAL PATH
ACTIVITY LISTING
GANTT CHARTS
PROJECT
SCHEDULING WITH THE CRITICAL PATH METHOD (CPM)
Schedules
Almost everyone schedules in their daily lives. The
most common approach is LEVEL OF EFFORT. In this approach, we put in a "fair
days" effort and hope that the work gets done. In most cases this approach works; but
when it doesn't, we resort to more drastic measures such as PRIORITIZED LISTS. In these
lists we list the work to be done as ACTIVITIES and start our effort on the most critical
activities and continue down the list until eventually the list is either revised or
completed. Unfortunately we soon discover that the prioritized list cannot be completed in
priority order because of the interrelationship between the activities or the PRECEDENCE
RELATIONSHIPS. At this point we have to take a more organized approach and view our
efforts as an undertaking or PROJECT.
Project Schedules
A Project is defined as an undertaking that has a
duration defined by a definite beginning or start time and a definite end or finish time.
Every project can be broken into smaller projects or ACTIVITIES, which like the project,
have durations defined by a start line and end line. (Activity durations are estimated
before the project starts. Project duration is calculated from the duration of the
activities.)
The start of any activity in a project is often
dependent on the finish of other activities in the project. This sequencing of finish to
start can be shown using a PRECEDENCE DIAGRAM where the activities are NODES and the
connections between the nodes are arrows (arcs) that show only the necessary and IMMEDIATE
PREDECESSORS.

The precedence diagram is often presented simply as a
PRECEDENCE LISTING which lists the IMMEDIATE predecessor for each activity or the NETWORK
LOGIC.
Precedence Listing
| Activity |
Duration |
Immediate Predecessor |
A |
5 |
None |
B |
8 |
A |
C |
3 |
B |
D |
2 |
B |
E |
1 |
D |
F |
9 |
D & C |
G |
5 |
E & F |
In 1957 the team of Walker and Kelley, utilizing the
newly developed computer, proposed a method for project scheduling based on the ACTIVITY
ON NODE or arrow diagram. The arrow diagram was selected because it could be reduced to a
matrix format that would adapt to the computer storage matrix.
To create the arrow diagram, Kelley started with the
precedence diagram and added ASCENDING sequenced node numbers at the left and right side
of each precedence diagram activity node. (If the diagram cannot be numbered with
ascending node numbers, then the logic of the network fails and the resulting structure is
called a LOOP.) This put the activities on the arcs that now replaced the original
precedence node. The resulting diagram was then:

which reduced to a simple arrow diagram.

Careful observation indicates in the Walker-Kelley
diagram redundant arcs for which in the precedence diagram had zero duration. Care must be
taken when removing these DUMMY arcs so as to retain the original "logic" of the
network; and as a convention for the computer, unique node number at the start and finish
of each activity arrow. For the example network, all but one of the dummy arcs can be
removed.

In most cases professional schedulers work directly
from the arrow diagram and determine the dummy arcs from the logic of the precedence
listing. In many respects the use of the arrow diagram is an art; but since major
contractors, the American legal system, and Government agencies require all scheduled work
to be documented in the form of an arrow diagram, it is an art that is handy to know.
The arrow diagram provides the base on which the
Walker-Kelley CRITICAL PATH METHOD (CPM) is derived. To learn the method, we will use the
following example project to go through each step of the CPM analysis.
The Druid Priest
Say you are a Druid Priest waiting for the next solar
eclipse. For the occasion you are in need of a megalithic monument. (This is obvious since
the movement of the planets and the stars are controlled by monuments.) It is currently
pre-recorded history, so the instant you start the monument will be time zero in recorded
time. You have determined that the eclipse will occur in 36 days. The engineers have
completed the plans for the monument and have estimated the number of days required to
raise each stone in the project. The problem is determining the total time for the project
and those activities that are critical to the completion of the project on time.
The design drawings for the monument are as follows:

Stone Megalithic Structure (no scale)
The example project can be divided into activities
with estimated durations.
Activity Listing
Description |
Duration |
Stone A |
9 days |
Stone B |
18 |
Stone C |
10 |
Stone D |
4 |
Stone E |
8 |
| |
49 days |
The logic of the schedule is contained in the
precedence listing:
Precedence Listing
Description |
Immediate
Predecessor Description |
Stone A |
none |
Stone B |
Stone A |
Stone C |
Stone A |
Stone D |
Stone C |
Stone E |
Stone B
& Stone D |
With a little creativity, the precedence listing
reduces to an arrow diagram which expresses the same logic as the listing.

Node Times
Now define each activity based on its start node, say
i, and finish node, say j so each activity is identified as i-j with a duration Dij. For
each node in the network define a time Ti. If the logic of the network is consistent, then
Ti+Dij <= Tj for all i-j activities
and the earliest possible time Tj=ESj to start any
activity leaving node j is:
ESj = max[(ESi+Dij), all arcs i-j
entering node j]
Assume that the project starts at time 0 or ES0=0.
Now starting at the first node of the network, the above logic is applied to the arrow
diagram results in a CPM FORWARD PASS.
For the example project the early start times for
each node are:

and the earliest the 35 day project can finish is on
the EVENING of the 35th day or the MORNING of the 36th day. This can be seen by observing
that the project started on the morning of the 1st day at time 0.
1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 3
0-1-2-3-4-5-6-7-8-9-0-1-2-3-4-5-6-7-8-9-0-1-2-3-4-5-6-7-8-9-0-1-2-3-4-5
^1 2 3 4 5 6 7 8 9^1 1 1 1 1 1 1 1 1 1^2 2 2 2 2 2 2 2^2 2 3 3 3 3 3 3^
0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5
The converse of the above also applies in determining
the latest possible time Ti=LSi that an activity can can start leasing node i and still
have the project finish at time ES4=35=LS4. If the logic of the network is consistent,
then:
Tj-Dij => Ti for all i-j activities
and the latest possible time Ti=LSi to start any
activity leaving node i is:
LSi = min[(LSj-Dij), all arcs i-j
leaving node i]
Assume that the project finishes at time 35 or
LS4=35. Now starting at the last node of the network, the above logic is applied to the
arrow diagram results in a CPM BACKWARD PASS.
For the example project assuming LS4=35 the latest
start times for each node are:

Two things should be noticed. First, ES0=LS0 when
ES4=LS4. Also the early start times and late start times at each node are not always the
same. This difference is often called NODE FLOAT and indicates the range of time over
which the actual node time can occur and still complete the project on schedule or:
ESi <= Ti <= LSi
Activity Times
Most people are interested in the activities rather
than the nodes, so several activity related parameters have been developed. First, let
double subscripts indicate activity parameters so that:
Earliest activity start time = ESij =
ESi
Latest activity finish time = LFij = LSj
Latest activity start time = LSij = LSj-Dij
Earliest activity finish time = EFij = ESi+Dij
with the resulting table of schedule times:
Description |
Nodes |
Dij |
Sij |
LFij |
LSij |
EFij |
Stone A |
0-1 |
9 |
0 |
9 |
0 |
9 |
Stone B |
1-3 |
18 |
9 |
27 |
9 |
27 |
Stone C |
1-2 |
10 |
9 |
23 |
13 |
19 |
Stone D |
2-3 |
4 |
19 |
27 |
23 |
23 |
Stone E |
3-4 |
8 |
27 |
35 |
27 |
35 |
(Remember that all finishes occur on the EVENING of
the day listed. In some systems, one day is added to each finish time so that all days are
in terms of mornings.)
Project control takes time parameters one step
further with the development of the concept of ACTIVITY FLOAT or slack. This occurs when
the difference between the late finish of the activity LFij minus the early start ESij is
greater than the duration Dij of the activity. This opens a WINDOW in which an activity is
free to float.
There are many definitions of float, but the two most
often used in the United States are TOTAL FLOAT TFij and FREE FLOAT FFij. Total float
assumes that all activities preceding an activity ij are finished early, and all
activities succeeding the activity ij are started late. As a result total float, based on
node times, is equal to:
TFij = LSj-(ESi+Dij)
or:

Free float on the other hand assumes that all
activites in the network are started early or:
FFij = ESj-(ESi+Dij)
or:

Two other forms of float are used in Europe, SAFETY
FLOAT SFij and INDEPENDENT FLOAT IFij. Safety float assumes that all activities
preceding an activity ij are started late and all activities succeeding the activity ij
are started late. As a result safety float, based on node times, is:
SFij = LSj-(LSi+Dij)
or:

Independent float assumes that all activities
preceding an activity ij are started late and all activities succeeding the activity ij
are started early. As a result independent float, based on node times, is:
IFij = ESj-(LSi+Dij)
or:

In a graphic summary, the basic CPM schedule
parameters are:

For the example project the float analysis is:
Activity Schedule Times
Description |
Nodes |
Dij |
Sij |
LFij |
LSij |
EFij |
TFij |
FFij |
SFij |
IFij |
Stone A |
0-1 |
9 |
0 |
9 |
0 |
9 |
0 |
0 |
0 |
0 |
Stone B |
1-3 |
18 |
9 |
27 |
9 |
27 |
0 |
0 |
0 |
0 |
Stone C |
1-2 |
10 |
9 |
23 |
13 |
19 |
4 |
0 |
4 |
0 |
Stone D |
2-3 |
4 |
19 |
27 |
23 |
23 |
4 |
4 |
0 |
0 |
Stone E |
3-4 |
8 |
27 |
35 |
27 |
35 |
0 |
0 |
0 |
0 |
Critical Path
Having the total float for each activity provides the
information required to identify those activites in the network that must be started and
finished on scheduled times for the project to be completed on time. These activities are
called critical; and when designated in the arrow network, form paths which are called
CRITICAL PATHS.
For the example project, the critical path is
indicated with the double line.

QUESTIONS 12
- Given the following precedence listings construct and
label the CPM arrow diagrams.
Activity |
Predecessor |
A |
none |
B |
none |
C |
A |
D |
B |
E |
D |
F |
none |
G |
C,E |
Activity |
Predecessor |
A |
none |
B |
A |
C |
B |
D |
B |
E |
B |
F |
C,D,E |
G |
F |
Activity |
Predecessor |
A |
none |
B |
none |
C |
B |
D |
none |
E |
A,C |
F |
E,D |
G |
F |
Activity |
Predecessor |
A |
none |
B |
none |
C |
none |
D |
none |
E |
A,B,C,D |
F |
E |
G |
F |
Activity |
Predecessor |
A |
none |
B |
A |
C |
A |
D |
A |
E |
A |
F |
B |
G |
B,C,D,E |
- The following precedence list is
for a project. Form this list determine the early start, late start, early finish, late
finish, total float, free float, safety float, and independent float for each activity
Activity |
Duration |
Predecessor |
A |
5 days |
none |
B |
8 |
none |
C |
9 |
none |
D |
2 |
A |
E |
3 |
A,B |
F |
1 |
C |
G |
9 |
D,E,F |
Using the
project in question 2, determine the activities on the critical path.
- If the start of activity A is
delayed in the project in question 2 by three days, can the project be completed on time?
- A foreman finds that his/he
activity has five days total float. Knowing this he/she decides to delay the start of the
work "since there is plenty of time". What mistake is the foreman making and how
would you explain his/her error?
- American are always looking for "free float"
assuming the project is on early schedule. The Europeans are always looking for
"safety float" assuming that the project is on late schedule. How does this
reflect on the fact the most CPM schedules were used by "owners" in America and
by contractors in Europe?
ANSWERS 12

The network is:

with activity listing:
Id. |
Dij |
ESij |
EFij |
LSij |
LFij |
TFij |
FFij |
SFij |
IFij |
A |
5 |
0 |
5 |
3 |
8 |
3 |
0 |
3 |
0 |
B |
8 |
0 |
8 |
0 |
8 |
0 |
0 |
0 |
0 |
C |
9 |
0 |
9 |
1 |
10 |
5 |
0 |
1 |
0 |
D |
2 |
5 |
7 |
9 |
11 |
4 |
4 |
1 |
1 |
E |
3 |
8 |
11 |
8 |
11 |
0 |
0 |
0 |
0 |
F |
1 |
9 |
10 |
10 |
11 |
1 |
1 |
0 |
0 |
G |
9 |
11 |
20 |
11 |
20 |
0 |
0 |
0 |
0 |
- The critical path lies along the
activities with zero total float or

- If activity A is delayed by
three days, the total float on the activity and all subsequent activities is reduced to
zero. The project can be completed.
- Total float is gained at the
expense of the following activities. The foreman can make a lot of enemies that way.
- Owners assume the project will
be on schedule and are looking for "free" time to utilize for other purposes.
Contractors are concerned about correcting for delays on the job and are looking for
"spare" time to make-up for the delays.
CASE STUDY 12 - Bed Races
Four ISU Departments have decided to raise money for
charity by pushing a hospital bed from Ames to Des Moines in the Iowa State Bed Race. The
distance is estimated at 40 miles and each Department (A-Mechanical, B-Electrical,
C-Statistics, and D-Industrial) has decided to push the bed ten miles apiece. The
logistics in this effort require that the teams be delivered and return to Ames by a van
or vans from way points at 10, 20, 30, 40 miles as the bed race progresses. Setting up the
activities as a precedence list results in:
Activity |
Time in
Minutes |
Precedence |
A team
run |
120 |
none |
B team
run |
140 |
A team
run |
C team
run |
200 |
B team
run |
D team
run |
80 |
C team
run |
B team
delivery |
15 |
none |
A team
return |
15 |
A team
run |
C team
delivery |
25 |
none |
B team
return |
25 |
B team
run |
D team
delivery |
35 |
none |
C team
return |
35 |
C team
run |
D team
recovery* |
45 |
none |
D team
return |
45 |
D team
run |
*Note that a van must be sent empty from Ames to Des
Moines at the end of the race in order to recover the last team from Des Moines.
The hope is to complete the race in a ten hour day
with all the participants returning to Ames. The desire is to find a schedule for ONE van
that will allow the delivery and return everyone without delaying the racers.
The CPM schedule for the precedence listing is as
follows with the forward and backward pass completed.

The activity listing is then:
Activity |
Dij |
ESij |
Fij |
LSij |
LFij |
TFij |
FFij |
SFij |
IFij |
A
team run |
120 |
0 |
120 |
0 |
120 |
0 |
0 |
0 |
0 |
B
team run |
140 |
120 |
260 |
120 |
260 |
0 |
0 |
0 |
0 |
C
team run |
200 |
260 |
460 |
260 |
460 |
0 |
0 |
0 |
0 |
D
team run |
80 |
460 |
540 |
460 |
540 |
0 |
0 |
0 |
0 |
B
team delivery |
15 |
0 |
15 |
105 |
120 |
105 |
0 |
105 |
0 |
A
team return |
15 |
120 |
135 |
570 |
585 |
450 |
450 |
450 |
450 |
C
team delivery |
25 |
0 |
25 |
235 |
260 |
235 |
235 |
235 |
235 |
B
team return |
25 |
260 |
285 |
560 |
585 |
300 |
300 |
300 |
300 |
D
team delivery |
35 |
0 |
35 |
425 |
460 |
425 |
425 |
425 |
425 |
C
team return |
35 |
460 |
495 |
550 |
585 |
90 |
90 |
90 |
90 |
D
team recovery |
45 |
0 |
45 |
495 |
540 |
495 |
495 |
495 |
495 |
D
team return |
45 |
540 |
585 |
540 |
585 |
0 |
0 |
0 |
0 |
for which the critical path follows the teams to the
last return of the "athletes" resulting in a overall duration of 585 minutes or
9 hours 45 minutes.
The schedule was derived from the least restrictive
arrangement of precedence. In this manner, if a schedule exists for a single van to supply
all the support, the float in the schedule should allow for the more restrictive schedule.
First start with the delivery of team B and the
return of team A. If "B team delivery" starts at late start 105 and finishes at
late finish 120 then the "A team return" can start at 120 and early finish at
135. This now allows time for "C team delivery" to late start at 235 and to late
finish at 260 so that "B team return" can start at 260 and finish at 285. The
last trip gets a bit more complicated because "C team delivery" must start early
at 460 finishing at 495 just in time for "D team recovery" that starts late at
495 and finishing at 540 for the return trip "D team return" starting at 540 and
finishing without float at 585.
All of this can be seen as an un-scaled Gantt Chart
such as:

[P]rogram [E]valuation and
[R]eview [T]echnique
POLARIS MISSILE AND CPM
BETA
DISTRIBUTION
A. EXPECTED ACTIVITY DURATION
B. DURATION VARIANCE
NETWORK
ANALYSIS
A. EXPECTED NODE TIMES
B. NODE TIMES VARIANCE
NODE
MILESTONES
A. NORMAL DISTRIBUTION
B. CENTRAL LIMIT THEOREM
C. STANDARD NORMAL DISTRIBUTION or Z DISTRIBUTION
D. PROBABILITY OF MEETING MILESTONES
PROJECT
SCHEDULING WITH PERT
At the same time that CPM was being developed by
Walker and Kelley at Du Pont, the consulting firm of Booze, Hamilton, and Allen was
developing PERT for the US Navy. The major motivation for the method was the risk of
estimating the duration of the Polaris missile program.
Expected Durations, Variances,
and Node times
In the Polaris program, because of the
experimental nature of the project, the durations dij of the activities were unknown and
could only be approximated. To incorporate this risk into a CPM arrow network, all
activity times are estimated with three estimated values, the pessimistic estimate
(pess.), the most likely estimate (most likely), and the optimistic estimate (opt.).
Assuming a Beta distribution of durations, the expected duration E[dij] of an activity is
approximately:

and the variance is approximately:

Using the expected durations, a CPM analysis can be
completed to identify the critical nodes in the network. The time variance of Tk for any
critical node k is defined as:
V[Tk] = max [ S V[dij] along critical
paths leading to k ]
or the variance of a critical node time Tk is equal
to the sum of the variances of the durations along the critical path leading to that node.
If there are more than one path leading to node k, then select the maximum variances from
the multiple path. This provides a set of EXPECTED node times Tk = E[ESk] = E[LSk] for
each CRITICAL node with their own variances V[Tk] including the final node in the network.
(Note: The variance of a non-critical node is
substantially harder to calculate.)
Milestones
In the PERT analysis, the objective is to set
MILESTONES or node times Mk that express the goals of the project. With the CPM forward
pass, the expected critical node times E[Tk] for any critical node k is determined
(including the final node of the project). The variance of these times Tk is also know
from V[Tk]. These critical node times Tk are ASSUMED to follow a normal distribution based
on the CENTRAL LIMIT THEOREM, so that expectations of meeting a milestone Mk is
illustrated by the normal distribution.

In other words, the node time Tk for node k are
normally distributed about E[Tk] and the milestone time Mk has a probability of being
accomplished that is indicated by the area under the p.d.f for node times less than or
equal Mk.
The standardized normal distribution Z can be used to
determine this area. In the Z tables are listed the areas under the p.d.f for any given
number of standard deviation above or below the expected value E[Tk]. To determine the
number of standard deviation z use:

z |
Probability |
z |
Probability |
-3.00 |
.0013 |
.0 |
.5000 |
-2.90 |
.0019 |
.1 |
.5398 |
-2.80 |
.0026 |
.2 |
.5793 |
-2.70 |
.0035 |
.3 |
.6179 |
-2.60 |
.0047 |
.4 |
.6554 |
-2.50 |
.0062 |
.5 |
.6915 |
-2.40 |
.0082 |
.6 |
.7257 |
-2.30 |
.0107 |
.7 |
.7580 |
-2.20 |
.0139 |
.8 |
.7881 |
-2.10 |
.0179 |
.9 |
.8159 |
-2.00 |
.0228 |
1.0 |
.8413 |
-1.90 |
.0287 |
1.1 |
.8643 |
-1.80 |
.0359 |
1.2 |
.8849 |
-1.70 |
.0446 |
1.3 |
.9032 |
-1.60 |
.0548 |
1.4 |
.9192 |
-1.50 |
.0668 |
1.5 |
.9332 |
-1.40 |
.0808 |
1.6 |
.9452 |
-1.30 |
.0968 |
1.7 |
.9554 |
-1.20 |
.1151 |
1.8 |
.9641 |
-1.10 |
.1357 |
1.9 |
.9713 |
-1.00 |
.1587 |
2.0 |
.9772 |
-.90 |
.1841 |
2.1 |
.9821 |
-.80 |
.2119 |
2.2 |
.9861 |
-.70 |
.2420 |
2.3 |
.9893 |
-.60 |
.2743 |
2.4 |
.9918 |
-.50 |
.3085 |
2.5 |
.9938 |
-.40 |
.3446 |
2.6 |
.9953 |
-.30 |
.3821 |
2.7 |
.9965 |
-.20 |
.4207 |
2.8 |
.9974 |
-.10 |
.4602 |
2.9 |
.9981 |
| |
|
3.0 |
.9987 |
The most interesting milestone is the last node of
the network or the completion time of the project. This node is always on the critical
path and is the key time for the project.
As an example, take the megalith problem used for the
CPM analysis. The activity times are not know for certain, but expected durations and
their variances can be found using the Beta distribution. (Dummy activities have zero
duration and zero variance)
PERT Activity Listing