The minimal spanning tree problem is to connect all nodes in a network so that the total
branch lengths are minimized.
The appropriate criterion is dependent on the risk personality and philosophy of the
decision maker.
The first derivative of a cost function equals zero at the point V = 100. This is definitely
the worst output volume for the producer to choose.
The production planner for Airbus showed his boss the latest product mix suggestion
from their slick new linear programming model: 12.5 model 320s and 17.4 model 340s.
The boss looked over his glasses at the production planner and reminded him that they
had several half airplanes from last year’s production rusting in the parking lot. No one,
it seems, is interested in half of an airplane. The production planner whipped out his red
pen and crossed out the .5 and .4, turning the new plan into 12 model 320s and 17

model 340s. This production plan is definitely feasible.
Goal programming provides a method for simultaneously striving to achieve several
objectives.
The Lagrange multiplier is analogous to the dual variables in a linear programming
problem.
Starting conditions have no impact on the validity of a simulation model.

In the method of Lagrange multipliers, the model constraints are multiplied by
Lagrange multipliers and subtracted from the objective function.
Linear programming problems can model decreasing marginal returns.
Irregular variations exhibit no pattern.
There is just as great a chance of a normally distributed random variable being over one
standard deviation above the mean as there is being one standard deviation below the

mean.
An infeasible solution is ensured by rounding down non-integer solution values.
In Bayesian analysis, additional information is used to alter the conditional probability
of the occurrence of an event.
In real-world queuing applications, the multiple-server system analysis techniques are
the same whether customers wait in one line or in separate lines due to customer
balking.

The transshipment model includes intermediate points between the sources and
destinations.
The terms shadow price and dual price mean the same thing.
In a pairwise comparison, two alternatives are compared according to a criterion and
one is preferred.

Proportionality means the slope of a constraint is proportional to the slope of the
objective function.
Most computer linear programming packages readily accept constraints entered in
fractional form, such as X1/X3.
The number of nodes considered in a branch and bound tree for maximization integer
programming problems is always minimized by going to the node with the largest upper
bound.
The value of the game is the offensive player’s gain and the defensive player’s loss in a
zero-sum game.

In PERT, the project variance is the sum of the variance of all project activities.
The shortest route problem requires that there be a branch from each destination to
every other destination.
An optimal solution to a nonlinear programming problem will always occur at the
boundary of the feasible solution space formed by the constraint.

The simplex method is a general mathematical solution technique for solving linear
programming problems.
The Lagrange multiplier is analogous to the dual variables in a linear programming
problem.
A seasonal pattern is an up-and-down repetitive movement within a trend occurring
periodically.
A prohibited route in a transportation model should be assigned an arbitrarily high cost
coefficient.

In computer mathematical simulation, a system is replicated with a mathematical model
that is analyzed with the computer.
The optimal solution for a graphical linear programming problem is the corner point
that is the farthest from the origin.
Transportation problems can be solved by the simplex method.

A linear programming problem requires a choice between alternative courses of action.
The dependent variable in linear regression is usually designated as the x variable.
Sensitivity ranges can be computed only for the right-hand sides of constraints.
In a given experiment, the probabilities of all mutually exclusive events sum to one.

The reorder point is the date when a new order should be placed.
On an AOA diagram, a ________ represents the beginning and end of activities,
referred to as events.
A) path
B) arc
C) branch
D) node
In a balanced transportation model where supply equals demand:
A) all constraints are equalities.
B) none of the constraints are equalities.
C) all constraints are inequalities.
D) none of the constraints are inequalities.

The Vacation
Final exams are almost here and once they are done, it will be time to reward myself
with a well-deserved vacation. As a state employee, I haven’t seen a raise since… well,
ever. Thus an important criterion, in fact the most important criterion is to find an exotic
region that can be visited inexpensively. There are three states of nature that could
impact costs in these five areas of interest, and they correspond to the relative strength
of the US Dollar against that region’s dominant currency. Rather than squander my time
doing any actual publishable research, instead I have determined the average cost per
day to visit each region under each of the possible states of nature. This table, which
should not be construed as actual vacation advice, appears below.
What does the coefficient of optimism need to exceed in order for the Galapagos
Islands to not be the vacation destination of choice?
A) 80
B) 77
C) 74
D) 71

A graduate research assistant “moonlights” at the short order counter in the student
union snack bar in the evenings. He is considering asking for help taking orders, but
needs to convince the management that they should hire another student. Because he is
taking a simulation class, he thinks it may be the perfect way to convince management
to hire more help if he can show that customers have to wait a long time. When a
customer arrives, he takes their order and their payment, prepares the food, gives it to
the customer, and then takes the order from the next person in line. If someone arrives
while he’s cooking an order, they have to wait until he’s completed the current order. He
has simulated 5 orders.
Average customer waiting time is:
A) 1 minute.
B) 2 minutes.
C) 2.5 minutes.
D) 3 minutes.
Use the following table and the information to answer the questions below.

In the following transportation matrix, all cells except 2C have been evaluated and
show no improvement. Evaluate that cell.
Consider the following transportation tableau which shows the initial solution. Evaluate
the cost of allocating units to cell CR.
A) -12
B) -9
C) -6
D) -2
E) +3
A professor’s son, having made the wise decision to drop out of college, has been
finding his way in life taking one job or another, leaving when his creativity is overly
stifled or the employer tires of his creativity. The professor dutifully logs the duration of
his son’s last few careers and has determined that the average duration is normally
distributed with a mean of eighty-eight weeks and a standard deviation of ten weeks.
The next career begins on Monday; what is the likelihood that it endures for more than
two years?

A) 8.5%
B) 7.5%
C) 6.5%
D) 5.5%
Bayesian analysis involves a(n) ________ probability.
A) a priori
B) posterior
C) joint
D) relative frequency
A fair die is rolled nine times. What is the probability that an odd number (1, 3, or 5)
will occur less than 3 times?
A) .0899
B) .2544
C) .7456

D) .9101
The ________ and variance are derived from a subset of the population data and are
used to make inferences about the population.
A) population variance
B) population standard deviation
C) population mean
D) sample mean
Given the nonlinear programming model:
Max Z = 5x1 – 2x2
2
Subject to: x1 + x2 = 6
What is the optimal value of the objective function?
A) Z = 19.625
B) Z = 20.625
C) Z = 21.625

D) Z = 22.625
E) Z = 23.625
The Deadbeats
After months of broken promises, partial payments, and general stupidity, the landlord
had no choice but to evict the long term tenants that had become little more than
squatters in his first rental property. As he surveyed the damage and pondered a mix of
repairs an upgrades, he scoured the latest statistics on what Different upgrades might be
worth in terms of increased rent. Beautifully refinished wood floors could increase the
monthly rent about $100 and an upgrade to the kitchen would fetch $80 per month. The
garage door needed replacement, but even though it would receive daily use, it was
almost an order qualifier, and wouldn’t net more than $20 per month. The house had
always suffered from lack of a back door you had to access the backyard through the
garage, so taking out a window and replacing it with a safety door would cost $250 and
add only $15 to the monthly rent. The garage door would cost $350, the kitchen update
would cost $1000 if he went with granite, and the floor refinish job would cost $400 to
rent the buffer and buy the chemicals. It wouldn’t be easy doing these upgrades; the
garage door would take a half week, the back door one week, the floors two weeks and
the tile three weeks.
There was another way around these jobs though; instead of doing them himself, the
landlord could always hire a professional in each field that could finish the job in half
the time but would charge a pretty penny for that speed. Refinishing floors would cost
$2700, upgrading the kitchen would cost $2500, replacing the back window with a door
would cost $600, and installing a garage door opener would cost $350.
Obviously if the model wants to upgrade the kitchen, it should be done by either the
landlord or a subcontractor. As he creates the IP model, the landlord wants to leave the
choice of whether to actually upgrade the kitchen up to the optimization algorithm.
How should this constraint be written if he uses the following scheme for decision
variables?

A) x3 + x4 ≤ 1
B) x3 + x4 = 1
C) x3 – x4 ≤ 1
D) x3 – x4 = 1
Companies A, B, and C supply components to three plants (F, G, and H) via two
crossdocking facilities (D and E). It costs $4 to ship from D regardless of final
destination and $3 to ship to E regardless of supplier. Shipping to D from A, B, and C
costs $3, $4, and $5, respectively, and shipping from E to F, G, and H costs $10, $9, and
$8, respectively. Suppliers A, B, and C can provide 200, 300 and 500 units respectively
and plants F, G, and H need 350, 450, and 200 units respectively. Crossdock facilities D
and E can handle 600 and 700 units, respectively. Logistics Manager, Aretha Franklin,
had previously used “Chain of Fools” as her supply chain consulting company, but now
turns to you for some solid advice.
Which of these is not an element of the objective function?
A) 4DF
B) 600D
C) 9EG
D) 3CE

Figure 2
Consider the optimization problem represented by this graph. The objective function is
represented by line GH. Where is the optimal solution?
A) the intersection of lines AB and EF
B) the intersection of lines AB and CD
C) the intersection of lines CD and EF
D) the upper right corner of the shaded region

The expected value of the standard normal distribution is equal to:
A) 0
B) 1
C) 1.5
D) 2
The difference between the assignment and the transportation problem is that:
A) total supply must equal total demand in the assignment problem.
B) the number of origins must equal the number of destinations in the transportation
problem.
C) each supply and demand value is 1 in the assignment problem.
D) both A and B
Cars arrive at a single-bay car wash at an average of 6 per hour according to the Poisson
distribution. The wash time averages 4 minutes with a standard deviation of 1 minute,
but the wash time is not defined by any distribution. What is the average number of cars
in line?
A) .142

B) .267
C) .283
D) 2.83
________ probability is an estimate based on personal belief, experience, or knowledge
of a situation.
A) Binomial
B) Subjective
C) Marginal
D) Joint
Jolt – M
The soda machines outside the lecture hall sees a steady stream of customers
throughout the day. Between the student’s use of the machine and the mechanism, it
takes 15 seconds (exponentially distributed) to deliver a can of carbonated sugar water
to a thirsty customer. Over the course of a twelve hour lecture day, students arrive at the
rate of 450 per hour.

The soda machines have become self aware and when they are not in use dispensing
ice-cold beverages, they are busy formulating a plan for world domination. About how
much time over the course of a week can they develop their battle plans?
A) 84 hours
B) 89 hours
C) 94 hours
D) 99 hours
Which one of the following management science methods is nota probabilistic
technique?
A) assignment models
B) decision analysis
C) queuing analysis
D) statistical analysis
Project Sand Mandala
Carrie meticulously calculated the early and late start and finish times for her latest

project and recorded them using different colors of sand on a pristine slab of white
marble. She used red for late start and late finish times and green for early start and
early finish times. Activity durations and their identifiers were written with black sand.
She finished her task and had an opportunity to admire her work only briefly before a
colleague came by and swept most of it away. Sadly, this was before Carrie could
record the numbers on a more permanent medium, so now she turns to you to help.
What is the late finish time for activity A?
A) 9
B) 10
C) 11
D) 12
After plowing through contracts for a decade, the contract writer knew about how long
it took to crank out the material necessary to satisfy a contract’s requirements. The
distribution could be modeled using the data provided in this table.

Using the random number table 14.3 in your text, column 1, reading across row 6, what
is the average length of the next five contracts?
A) 4.6
B) 4.4
C) 4.2
D) 4.0
With the ________ criterion each player seeks to minimize maximum possible losses.
A) minimax
B) maximax
C) minimin
D) maximin

The local soda machines union has some concerns regarding how busy these two
machines are. They have work rules that demand that machines can be no busier than
working half of their scheduled work shift. How many machines should be employed to
bring them in line with the utilization rule?
A) 1 machine
B) 2 machines
C) 3 machines
D) 4 machines
Jolt – K
The soda machine outside the lecture hall sees a steady stream of customers throughout
the day. The machine takes 4 seconds to deliver a can of carbonated sugar water once
the button is pressed and students generally know what they want from the machine –
the average feeding of the machine takes two seconds. Over the course of a twelve hour
lecture day, students arrive at the rate of 500 per hour.
The soda delivery guy stocks up the machine at the start of each day. How many cans of
soda will he need to stock up the machine each morning?
A) 600
B) 720
C) 6,000
D) 7,200

The Krewe of Orpheus
The Krewe of Orpheus maintains a supply of swizzle sticks for events throughout the
year. Demand for swizzle sticks is shockingly low, a quick check of krewe records from
last year reveals that they used only 585,000, but the krewe president believes that they
should be good stewards of what they have, so they seek to manage this inventory using
the EOQ policy, although they prefer to refer to it as an EOKrewe policy for obvious
reasons. Swizzle sticks are not expensive items, they cost a nickel apiece largely due to
the club logo printed on each one. This also serves to increase the lead time as they
can’t be obtained from a standard restaurant supply house. Instead, they must be ordered
with an eye towards the six day lead time. It costs $15 to place an order, most of this
cost is a result of explaining the meaning of “Laissez les bons temps rouler” and why it
should be printed on the edge of each swizzle stick. Holding cost is 20% of purchase
price.
How many orders will they place in a year if they order optimally (in accordance with
the EOQ policy)?
A) about 8
B) about 10
C) about 12
D) about 14
Napoleon is contemplating four institutions of higher learning as options for a Masters
in Business Administration. Each university has strong and weak points and the demand
for MBA graduates is uncertain. The availability of jobs, student loans, and financial
support will have a significant impact on Napoleon’s ultimate decision. Vanderbilt and
Seattle University have comparatively high tuition, which would necessitate Napoleon
take out student loans resulting in possibly substantial student loan debt. In a tight

market, degrees with that cachet might spell the difference between a hefty paycheck
and a piddling unemployment check. Northeastern State University and Texas Tech
University hold the advantage of comparatively low tuition but a more regional appeal
in a tight job market. Napoleon gathers his advisory council of Kip and Pedro to assist
with the decision. Together they forecast three possible scenarios for the job market and
institutional success and predict annual cash flows associated with an MBA from each
institution. All cash flows in the table are in thousands of dollars.
Suppose that the likelihood for each of the scenarios 1 through 3 is 0.3, 4, and 0.3,
respectively. What is the optimal decision under the expected opportunity loss criterion?
A) Vanderbilt University
B) Texas Tech University
C) Seattle University
D) Northeastern State University
Kushie’s Coffee in Bangalore is a quaint establishment nestled near MG Road in the
central business district. It serves coffee and fruit cake to a clientele that has been
enjoying these products for over fifty years. The demand for coffee beans is 6600 cases
per year (each case has 24 ten-pound bags). It would be disastrous for them to run out
of coffee, so they keep a safety stock of 30 cases. The cases cost $4800 and it costs $5
per case to order coffee. As coffee is a perishable product, the holding cost is fairly high
at $40/case/year. The lead time to receive an order is seven days. Kushie’s is open 300
days a year.
What is their annual ordering cost if they order at their EOQ level?
A) 101.6

B) 203.1
C) 406.2
D) 812.4
Values with an acceptable consistency ratio are values:
A) less than or equal to 0.1.
B) greater than 0.5 but less than 0.6.
C) less than 1 but greater than 0.5.
D) greater than 0.2 but less than 0.5.
Which of the following can be used to solve integer programs with 2 variables?
I. Graphical techniques
II. Complete enumeration
III. Relaxed LP solutions
IV. Branch and bound

A) I, II, III, and IV
B) I and III
C) I, II, and IV
D) I and IV
E) I, II and III
A company plans to use an automatic guided vehicle for delivering mail to ten
departments. The vehicle will begin from its docking area, visit each department, and
return to the docking area. Cost is proportional to distance traveled. The type of
network model that best represent this situation is ________.
Which of the following would not be considered a limitation of simulation modeling?
A) Models are typically unstructured.
B) Validation of simulation models can be Difficult.
C) The cost of building simulation can be prohibitive.
D) Simulation allows flexibility in analyzing systems.

Armed only with his fingers, the owner decides that the safest forecasting approach is
exponential smoothing with an alpha of 0.8. He uses the January demand and the
January forecast just to get the ball rolling. Generate a forecast for the year using this
technique and then calculate forecast errors using MSE. What is the mean squared error
for this forecasting approach?
A) 4013
B) 3686
C) 3462
D) 3840
Companies A, B, and C supply components to three plants (F, G, and H) via two
crossdocking facilities (D and E). It costs $4 to ship from D regardless of final
destination and $3 to ship to E regardless of supplier. Shipping to D from A, B, and C
costs $3, $4, and $5, respectively, and shipping from E to F, G, and H costs $10, $9, and
$8, respectively. Suppliers A, B, and C can provide 200, 300 and 500 units respectively
and plants F, G, and H need 350, 450, and 200 units respectively. Crossdock facilities D
and E can handle 600 and 700 units, respectively. Logistics Manager, Aretha Franklin,
had previously used “Chain of Fools” as her supply chain consulting company, but now
turns to you for some solid advice.
How many decision variables are in this problem?
A) 8
B) 9

C) 10
D) 12
The XYZ manufacturing company produces ball bearings. The annual fixed cost is
$20,000 and the variable cost per ball bearing is $3. The price is related to demand
according to the following equation: 1000 – 8p.
What is the optimal profit?
A popular performer is scheduled to appear at a major city. The promoter is deciding
between two venues, the larger of which costs $20,000 to rent and the smaller of which
costs $12,000 to rent. Ticket prices for the smaller venue are $20, but the promoter is
unsure what to charge per ticket for the larger venue. If exactly 1000 customers arrive,
what percentage change in ticket prices would make the profit at the large venue
identical to that of the smaller venue?

Employees of a local company are classified according to gender and job type. The
following table summarizes the number of people in each job category.
Job Male (M) Female (F)
Administrative (AD) 110 10
Salaried staff (SS) 30 50
Hourly staff (HS) 60 40
If an employee is selected at random, what is the probability that the employee is
female or works as a member of the administration
The following sales data are available for 2003-2008:
Calculate the average error.
Mondo’s Runway Show
Mondo Guerra is matching his models with his latest collection for Fashion Week. He

has five models, ranging from 5’10” to 5’10.5″ and size 0 to size 1. His five latest
designs run the gamut from prêt-à-porter to an evening gown and he’d like to make sure
each outfit looks as good as possible by having it worn on the runway by the right
model. After an anxious month of sewing, he has each model try on each outfit and he
assigns a fabulosity score to each combination as indicated in the table.
What is an appropriate objective function for this scenario?
At least one or both deviational variables in a goal constraint must equal ________.

Ashley’s manufactures home furnishings for department stores. Planning is underway
for the production of the following items during the next production period:
Quilts (x1) Blinds (x2)
Pillows (x3)
Fabric required (yards) (d1) 7
4 9
Time required (hours) (d2) 1.5 2
0.5
Packaging material (ounces) (d3) 3 2
1
Profit (d4) 12
10 8
Ashley has 3000 yards of material in stock for this production period. Five hundred
hours of production time are scheduled and 400 ounces of packaging material is
available. Each of these quantities can be adjusted through overtime or extra purchases.
Ashley’s highest priority is to achieve a profit of $3200. Her second priority is to avoid
additional purchases of packaging material. Third, she wants to use all of the scheduled
production hours, and fourth, minimize any fabric remaining from the 3000 yards. Note
that the deviational variables associated with each item are given in the table.What is
the fabric constraint?
If each contract is worth $5000 but it costs $300 per week to work on a contract, what is
the profit resulting from a simulation drawing of the numbers 72, 36, 8, 71, and 94 to
represent contract durations?

A ________ decision tree illustrates a situation requiring a series of decisions.
The objective function formulation for a goal programming model is as follows:
Min P1d1
, P2d2
, (4P4d3
+ 6P4d2
+)
At the priority level 4, which one of the deviational variables is most important?
A company produces item Y, and uses the basic EOQ model for managing its inventory.
Lead time to obtain item Y is two weeks. Demand is normally distributed with a mean
of 400 units per week and a standard deviation of 40 units per week. The desired
service level is 98.5%. The ordering cost is $20, and carrying cost is 20% of the items
cost, which is $10.Determine the order quantity for product Y. (Assume 52 weeks of
operation per year.)

The ________ variable allows for an initial basic feasible solution, but it has no
meaning. Therefore, after we get the simplex tableau started, they are discarded in later
iterations.
The linear programming problem whose output follows determines how many red nail
polishes, blue nail polishes, green nail polishes, and pink nail polishes a beauty salon
should stock. The objective function measures profit; it is assumed that every piece
stocked will be sold. Constraint 1 measures display space in units, constraint 2
measures time to set up the display in minutes. Constraints 3 and 4 are marketing
restrictions.
MAX 100x1 + 120x2 + 150x3 + 125x4
Subject to 1. x1 + 2x2 + 2x3 + 2x4 ≤ 108
2. 3x1 + 5x2 + x4 ≤ 120
3. x1 + x3 ≤ 25
4. x2 + x3 + x4 > 50
x1, x2, x3,x4 ≤ 0
Optimal Solution:
Objective Function Value = 7475.000

Objective Coefficient Ranges
Right Hand Side Ranges
How much space will be left unused?
Robert has the following accounts on money spent on gambling and winnings:
Determine the correlation coefficient and the coefficient of determination.

A manager has developed a payoff table that indicates the profits associated with a set
of alternatives under two possible states of nature.
Alt S1 S2
1 10 2
2 -2 8
3 8 5
If the manager uses maximin as the decision criterion, which of the alternatives should
she choose?
A life insurance company wants to estimate its annual payouts. Assume that the
probability distribution of the lifetimes of the participants is approximately a normal
distribution with a mean of 68 years and a standard deviation of 4 years. By what age
have 80% of the plan participants passed away?
The ________ values are contribution to profit for each variable.

In a bank drive-through, there is a single service window and room only for two cars to
line-up to wait for service. The mean time between arrivals for drive through customers
is 5 minutes. The mean time to complete a customer transaction is 3 minutes. The
number of arrivals is distributed according to a Poisson distribution and the service
times are exponentially distributed.
What is the average time a customer spends in the system?
Sara has found an unlimited source of catnip so that is no longer a constraint. However,
customer demand dictates that she produce 2.5 times more catnip balls than mice. How
will this impact the prices that she should charge to maximize profit?