What is the probability

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Reference no: EM13502023

Question 1: Suppose Procter & Gamble sells about 20 million bars of soap per week, but the demand is not constant, and production management would like to get a better handle on how sales are distributed over the year. Let the following sales figures, given in units of million bars, represent the sales of bars per week over one year. Construct a histogram to represent this data. What do you see in the graph that might be helpful to the production (and sales) people?

Mth 1

17.1

17.1

17

25.2

 

 

 

 

 

Mth 2

19.6

12.2

18.3

26.3

 

 

 

 

 

Mth 3

15.4

19.9

13.6

23.9

 

 

 

 

 

Mth 4

17.4

18.7

39.8

30.6

 

 

 

 

 

Mth 5

15

20.4

20.7

25.2

 

 

 

 

 

Mth 6

18.5

20.3

21.3

26.2

 

 

 

 

 

Mth 7

20.6

15.5

22.5

26.9

 

 

 

 

 

Mth 8

18.4

16.8

21.4

32.8

 

 

 

 

 

Mth 9

20

19.1

23.4

26.3

 

 

 

 

 

Mth 10

20.9

20.4

23.1

26.6

 

 

 

 

 

Mth 11

19.3

15.4

22.8

24.3

 

 

 

 

 

Mth 12

18.2

20.3

21.4

26.2

 

 

 

 

 

Mth 13

14.7

17.5

24

23.8

 

 

 

 

 

 

 

 

 

 

Question 2: A Travel Weekly International Air Transport Association survey asked business travellers about the purpose for their most recent business trip. 19% responded that it was for an internal company visit. Suppose 950 business travellers are randomly selected.

(a)        What is the probability that more than 25% of the business travellers say that the reason for their most recent business trip was an internal company visit?

(b)        What is the probability that between 15% and 20% of the business travellers say that the reason for their most recent business trip was an internal company visit?

(c)        What is the probability that between 133 and 171 of the business travellers say that the reason for their most recent business trip was an internal company visit?

Please be sure to include all workings with your answers.

Question 3 : Where do CFOs get their money news? According to Robert Half International, 47% get their money news from newspapers, 15% get it from communication/colleagues, 12% get it from television, 11% from the internet, 9% from magazines, 5% from radio, and 1% do not know. Suppose a researcher wants to test these results. They randomly sample 67 CFOs and find that 40 of them get their money news from newspapers.

Does the test show enough evidence to reject the findings of Robert Half International?

Use    = 0.05.

Note: You will need to explain how you determined the answer to the question. Submitting answers without an explanation for this question is not sufficient.

Question 4 : Shown below are a set of rental and leasing revenue figures for office machinery and equipment over a seven-year period. Use this data to run a linear regression and then forecast the rental and leasing revenue for the year 2012. You will need to use the charting features in Excel for this question.

 

Year

Rental and leasing

 

 

($ millions)

 

 

 

 

 

2005

5,860

 

 

 

 

2006

6,632

 

 

 

 

2007

7,125

 

 

 

 

2008

6,000

 

 

 

 

2009

4,380

 

 

 

 

2010

3,326

 

 

 

 

2011

2,642

 

 

 

 

 

Question 5 : Suppose a researcher gathered survey data from 19 employees and asked the employees to rate their job satisfaction on a scale from 0 to 100 (with 100 being perfectly satisfied). Suppose the following data represents the results of this survey. Also assume that:

  • the relationship with the supervisor is rated on a scale from 0 to 50 (0 represents a poor relationship and 50 represents an excellent relationship)
  • overall quality of the work environment is rated on a scale from 0 to 100 (0 represents a poor work environment and 100 represents an excellent work environment)
  • opportunities for advancement is rated on a scale from 0 to 50 (0 represents no opportunities and 50 represents excellent opportunities).

Answer the following questions:

(a)        What is the regression formula?

(b)        How reliable do you think the estimates will be based on this formula? How can you tell?

(c)        Are there any variables that do not appear to be good predictors of job satisfaction? How can you tell?

(d)        If a new employee reports that her relationship with her supervisor is 40, finds the quality of the work environment to be scored at 75, works 60 hours per week and rates her opportunities for advancement to be at 30, what would you expect her job satisfaction score to be?

Note: You will need to use the regression tool from the Analysis Toolpak or KADDstat.

 

Relationship with

Overall quality of

Total hours

Opportunities for

 

 

 

Job satisfaction

supervisor

work environment

worked per week

advancement

 

 

 

 

 

 

 

55

27

65

50

42

 

 

 

 

 

 

 

20

12

13

60

28

 

 

 

 

 

 

 

85

40

79

45

7

 

 

 

 

 

 

 

65

35

53

65

48

 

 

 

 

 

 

 

45

29

43

40

2

 

 

 

 

 

 

 

70

42

62

50

41

 

 

 

 

 

 

 

35

22

18

75

18

 

 

 

 

 

 

 

60

34

75

40

32

 

 

 

 

 

 

 

95

50

84

45

48

 

 

 

 

 

 

 

65

33

68

60

11

 

 

 

 

 

 

 

85

40

72

55

33

 

 

 

 

 

 

 

10

5

10

50

21

 

 

 

 

 

 

 

75

37

64

45

42

 

 

 

 

 

 

 

80

42

82

40

46

 

 

 

 

 

 

 

50

31

46

60

48

 

 

 

 

 

 

 

90

47

95

55

30

 

 

 

 

 

 

 

75

36

82

70

39

 

 

 

 

 

 

 

45

20

42

40

22

 

 

 

 

 

 

 

65

32

73

55

12

 

 

 

 

 

 

 

 

Question 6

Investment analysts generally believe the interest rate on bonds are inversely related to the interest rate for loans; that is, bonds perform well when lending rates are down and perform poorly when interest rates are up. Can the bond rate be predicted by the interest rate?

Use the following data to construct a scatter graph and then fit a regression line to the data. Report the regression formula and the r-squared value from the chart (right-click on the line, select 'Add Trendline' and select options to show these metrics).

Bond rate

Prime interest rate

(%)

(%)

 

 

5

16

 

 

12

6

 

 

9

8

 

 

15

4

 

 

7

7

 

 

 

Note: You will need to use the regression tool from the Analysis Toolpak or KADDstat.

Question 7 : Determine the error for each of the following forecasts. Compute MAD and MSE.

Period value

Forecast

Error

 

 

 

1

202

-

 

 

 

2

191

202

 

 

 

3

173

192

 

 

 

4

169

181

 

 

 

5

171

174

 

 

 

6

175

172

 

 

 

7

182

174

 

 

 

8

196

179

 

 

 

9

204

189

 

 

 

10

219

198

 

 

 

11

227

211

 

 

 

Question 8 : Shown below is data on factory orders for all manufacturing, durable goods, and non-durable goods industries over a 13-year period ($ billion).

(a)        Use this data to develop forecasts for the years 6 through 13 using a 5-year moving average.

(b)        Use this data to develop forecasts for the years 6 through 13 using a 5-year weighted moving average. Weight the most recent year by 6, the previous year by 4, the year before that by 2, and the other years by 1.

(c)        Compute the errors of the forecasts in parts (a) and (b) and then the mean absolute deviation (MAD). Which forecast is better?

 

Year

 

Factory orders

 

 

 

($ billions)

 

 

 

 

 

 

 

 

1

2,512.7

 

 

 

 

2

2,739.2

 

 

 

 

3

2,874.9

 

 

 

 

4

2,934.1

 

 

 

 

5

2,865.7

 

 

 

 

6

2,978.5

 

 

 

 

7

3,092.4

 

 

 

 

8

3,356.8

 

 

 

 

9

3,607.6

 

 

 

 

10

3,749.3

 

 

 

 

11

3,952.0

 

 

 

 

12

3,949.0

 

 

 

 

13

4,137.0

 

 

 

 

 

Question 9 : The 'Economic Report to the Director' included data on the amounts of manufacturers' new and unfilled orders in millions of dollars. Shown below are the figures for new orders over a 21-year period. Use Excel to develop a regression model to fit the trend effects for the data. Use a linear model and then try a quadratic model. How well does either model fit the data? For this question you will need to use the regression tool from the Analysis Toolpak.

Year

Total number

 

of new orders

 

 

1

55,022

 

 

2

55,921

 

 

3

64,182

 

 

4

76,003

 

 

5

87,327

 

 

6

85,139

 

 

7

99,513

 

 

8

115,109

 

 

9

131,629

 

 

10

147,604

 

 

11

156,359

 

 

12

168,025

 

 

13

162,140

 

 

14

175,451

 

 

15

192,879

 

 

16

195,706

 

 

17

195,204

 

 

18

209,389

 

 

19

227,025

 

 

20

240,758

 

 

21

243,643

 

 

 

Reference no: EM13502023

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