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November 2018

Unit: Quantitative Analysis

13 Questions

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Questions

1a
Decision Theory
​​Explain the following terms as used in decision theory: 

 (i) Opportunity loss. 
(ii) Expected value of perfect information.
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1b
Linear programming
​​Outline three assumptions of the transportation model.
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1c
Hypothesis Testing and Estimation
​​A company operates under two departments, P and Q. Details relating to a sample of employees working in the two departments has been provided as follows:

Department P
Department Q
Number of employees
29
24
Average monthly salary
Sh.260,000
Sh.310,000
Standard deviation
Sh.25,000
Sh.30,000

Required: 
Determine whether there is any significant difference between the average monthly salaries of employees working in the two departments. (Use a significance level of 5 per cent).
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1d
Probability
​​Bidii College offers three courses namely; Accounting, Computing and Driving. The college has a total population of 500 students. Data obtained from the college revealed the following: 

329 Students were undertaking Accounting course. 
186 Students were undertaking Computing course. 
295 Students were undertaking Driving course. 
83 Students were undertaking both Accounting and Computing courses. 
217 Students were undertaking both Accounting and Driving courses. 
63 Students were undertaking both Computing and Driving courses. 

Required: 
(i) Present the above information in a Venn diagram. 
(ii) The number of students undertaking all the three courses. 
(iii) The number of students undertaking only one course.
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2a
Mathematical Techniques - Calculus
​​ABC Limited manufactures and sells electronic calculators whose marginal cost function is given by: 

MC = x - 100 (in thousands of shillings) 

Where: MC is the marginal cost function.
             X is the number of electronic calculators produced and sold. 

The fixed cost of production amounts to Sh.250,000. The total revenue function is estimated to be quadratic in nature.
The table below shows the sales revenue realised by the company at three different production levels:

Number of electronic calculators
produced and sold (x)
Sales revenue (Sh."000")
20
1,600
40
3,200
60
4,800

Required: 
 (i) The total profit function. 
(ii) The maximum profit.
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2b
Decision Theory
​ ​ ​ ​​X Limited, Y Limited and Z Limited deal in the production of detergents. On 1 January 2017, the three companies introduced a similar new detergent in the market. Prior to introduction of the new detergent, the three companies had an equal share of the market. A survey conducted on the market shares of the three companies as at 31 December 2017 revealed the following: 

  1.     X Limited had retained 90 per cent of its customers but had lost 3 per cent and 7 per cent of its customers to Y Limited and Z Limited respectively. 
  2.     Y Limited had retained 75 per cent of its customers but had lost 10 per cent and 15 per cent of its customers to X Limited and Z limited respectively. 
  3.     Z Limited had retained 80 per cent of its customers but had lost 5 per cent and 15 per cent of customers to X Limited and Y Limited respectively. its 
  4.     There were no significant changes in the buying habits of the customers during the year. 

Required:
(i) The market shares ofthe three companies as at 31 December 2018. 
(ii) The long run market shares of the three companies.
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3a
Hypothesis Testing and Estimation
​ ​​ Explain the following terms as used in hypothesis testing: 

(i) Level of significance. 
(ii) Region of rejection.
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3b
Correlation Analysis
​​Summarise three factors that determine the size of the Pearson product moment correlation coefficient.
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3c
Regression Analysis
​​The following data were obtained from the records of a certain company, relating to the year 2018:

Month
Total overhead costs - Y (Sh.)
Direct labour hours - X
January
14,250
856
February
13,000
536
March
13,000
640
April
12,500
600
May
13,250
680
June
13,750
808

Required:
(i) The least squares regression function relating the direct labour hours to the total overhead cost. 
(ii) The coefficient of determination. 
(iii) Comment on the results obtained in (c) (ii) above.
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4a
Time series
​ ​ ​ ​​The data below represent the number of students enrolled in a certain college over a four year period:

        Number of students enrolled
                        Quarter
Year
1
2
3
4
2015
70
100
80
60
2016
50
40
120
80
2017
60
70
70
40
2018
90
100
130
-

Required:
(a) The adjusted seasonal component for each of the four quarters, using the multiplicative model. 
(b) Estimate the enrollment of students in each of the four quarters of year 2019 using the simple least squares method. 

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4b
Time series
​Estimate the enrollment of students in each of the four quarters of year 2019 using the simple least squares method. 
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5a
Probability
​​Explain the following terms as used in probability theory: 

 (i) Mutually exclusive events. 
(ii) Independent events. 
(iii) Joint probability. 
(iv) Conditional probability.
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5b
Decision Theory
​​The manager of a certain project has identified the following information relating to the project:

Activity
Immediate predecessor (s)
Duration (weeks)
Probability
A
-
3
4
5
0.25
0.50
0.25
B
-
4
5
6
7
8
0.15
0.30
0.20
0.20
0.15
C
A
1
3
5
0.20
0.65
0.15
D
B,C
4
5
0.80
0.20
E
D
3
4
5
6
0.15
0.25
0.25
0.35
F
D
5
7
0.20
0.80
G
E,F
2
3
0.50
0.50

Required:
 (i) A network diagram for the project. 
(ii) The expected duration of the project. 
(iii) Simulate the durations of the project on the basis of two runs.
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