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Problem 1 -

In 2009, the New York Yankees won 103 baseball games during the regular season. The table on the next page lists the number of victories (WIN), the earned -run-average (ERA), and the battling average (AVG) of each team in the American League.  The ERA is one measure of the effectiveness of the pitching staff, and a lower number is better.  The batting average is one measure of effectiveness of the hitters, and a higher number is better.

TEAM                             WIN                ERA                   AVG

New York Yankees          103                  4.26                     0.283

Los Angeles Angels           97                  4.45                     0.285

Boston Red Sox               95                   4.35                     0.270

Minnesota Twins              87                    4.50                    0.274

Texas Rangers                87                    4.38                    0.260

Detroit Tigers                  86                    4.29                    0.260

Seattle Mariners              85                    3.87                    0.258

Tampa Bay Rays             84                    4.33                    0.263

Chicago White Sox           79                   4.14                    0.258

Toronto Blue Jays            75                   4.47                    0.266

Oakland Athletics             75                   4.26                    0.262

Cleveland Indians            65                   5.06                    0.264

Kansas City Royals          65                   4.83                    0.259

Baltimore Orioles             64                   5.15                    0.268

A) Examine the graphs of the data in the accompanying Excel file on the sheet labeled "Regression."  Provide a short assessment of the message that the graphs impart. Feel free to make any changes to the graphs to help with your assessment. An example of an assessment (not necessarily true) is "both independent variables (i.e., the x's) show a strong positive relationship with the dependent variable (the y-variable)."

B) After you run the regression analysis, which is the best model for predicting a team's expected wins?  Write the equation of the model and interpret the regression coefficients.  For example, what happens to wins for a one-unit change in ERA or AVG?  What does "a unit change" mean for any variable?

NOTE: Make sure you identify any important results from the regression output in your assessments.

Problem 2-

Emergency calls to Winter Park, Florida's 911 system, for the past 24 weeks are as follows:

                WEEK                    CALLS

                1                              50

                2                              35

                3                              25

                4                              40

                5                              45

                6                              35

                7                              20

                8                              30

                9                              35

                10                           20

                11                           15

                12                           40

                13                           55

                14                           35

                15                           25

                16                           55

                17                           55

                18                           40

                19                           35

                20                           60

                21                           75

                22                           50

                23                           40

                24                           65

A) Examine the graph of the data in the accompanying Excel file on the sheet labeled "Time Series."  Provide a short assessment of the message that the graph imparts.  Feel free to make any changes to the graph to help with your assessment.  An example of an assessment (not necessarily true) is "the data display random noise with no visible trend."

B) Please examine a 2-period and 3-period moving average to forecast for the data.  Then do a trend analysis on the data for its forecasting ability.  Which of those 3 techniques perform best and by what measure or measures?

Problem 3-

Morgan Arthur has spent the past few weeks determining inventory costs for Armstrong, a toy manufacturer located near Cincinnati, Ohio.  She knows that annual demand will be 30,000 units per year and that carrying cost will be $1.50 per unit per year.  Ordering cost, on the other hand, can vary from $45 per order to $50 per order.  During the past 450 working days, Morgan has observed the following frequency distribution for the ordering cost:

                ORDERING COST                              FREQUENCY

                                $45                                          85

                                $46                                          95

                                $47                                          90

                                $48                                          80

                                $49                                          55

                                $50                                          45

Morgan's boss would like Morgan to determine an EOQ value for each possible ordering cost and to determine an EOQ value for the expected ordering cost.

A) No Excel sheet is provided for this problem. What is the smallest and largest EOQ value for the range of ordering costs? Also, calculate the average ordering cost (not done by just adding up the cost and dividing by 6) and then calculate the EOQ for that value and identify it.

Problem 4-

Finn simply does not have time to analyze all the items in his company's inventory.  As a young manager, he has more important things to do. The following is a table of six items in inventory, along with the unit cost and the demand, in units:

IDENTIFICATION CODE                  UNIT COST                          DEMAND (Units)

                U1                                        $ 2.00                                    1,110

                V2                                        $ 5.40                                    1,110

                W3                                       $ 2.08                                    961

                X4                                        $ 74.54                                  1,104

                Y5                                        $ 5.84                                    1,200

                Z6                                        $ 1.12                                    896

Which item(s) should be carefully controlled using a quantitative inventory technique, and what item(s) should not be closely controlled?

A) This problem has no Excel sheet, as it is not needed. This problem is to be answered subjectively and not formulaically.  As you can see, there is no inventory cost data, so what do you recommend to help Finn determine which items to focus on to determine the optimal EOQ to minimize cost.

Problem 5-

A certification program consists of a series of activities that must be accomplished in a certain order.  The activities, their immediate predecessors, and estimated duration appear in the following table:

ACTIVITY                    IMMEDIATE PREDECESSORS             TIME (Days)

                                                                                        a           m            b

A                                -                                                     0           2              4

B                                -                                                     4           5              6

C                                -                                                     1           1              1

D                                B                                                    7           10           13

E                                A, D                                                3           3              3

F                                C                                                    2           6              10

G                               E, F                                                 7           8              9

A) The following shapes represent a portion of the PERT chart that can be constructed for the given data. Complete the depiction by connecting the shapes to show all the possible paths from start to finish for the problem:

1200_Figure.png

B) Identify all the paths and their expected completion times.  Of them all, which is the longest and what is its expected completion time?

Problem 6-

The Hardrock Concrete Company has plants in three locations and is currently working on three major construction projects, each located at a different site.  The shipping cost per truckload of concrete, daily plant capacities, and daily project requirements are provided in the table below:

FROM/TO |        PROJECT A          PROJECT B           PROJECT C           CAPACITIES

PLANT 1     |             $10                  $ 4                       $11                       70

PLANT 2     |             $12                  $ 5                       $ 8                        50

PLANT 3     |             $ 9                   $ 7                       $ 6                        30

PROJECT

RE'QMENTS              40                    50                        60                         150

A) The LP formulation and output results are provided within the accompanying Excel file in sheets labeled "LP" and "Sensitivity Report.." Succinctly answer the following questions:

1) In the solution, Plant 1 is shown not shipping anything to Project C. Why is that? What would happen if shipment were forced to happen from Plant 1 to Project C? (Feel free to cite the results provided to support your points).

2) Is there any way to ascertain whether there are multiple optimal solutions? If so, what is it and are there more than one possible solution for the variables?

3) Identify the preferred item within a pair of options and say why:

a) Pair 1: Increase Plant 1 capacity by 2 or increase Plant 3 capacity by 1, or neither           

b) Pair 2: Decrease the truckloads for Project B by 3 or Project C by 2, or neither

c) Pair 3: Increase Plant 2 capacity by 3 or decrease Plant 1 capacity by 2, or neither

d) Pair 4: Increase all 3 Plant capacities by 1 or decrease all Project truckloads by 1, or neither.

Attachment:- Final Exam Sheet.rar

Applied Statistics, Statistics

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