Question

In: Statistics and Probability

(please provide detailed solution with formula and figures) the researcher wishes to use numerical descriptive measures...

(please provide detailed solution with formula and figures)

the researcher wishes to use numerical descriptive measures to summarize the data on each of the two variables: hours worked per week and yearly income. a) Prepare and display a numerical summary report for each of the two variables including summary measures such as mean, median, range, variance, standard deviation, smallest and largest values and the three quartiles. Notes: Use QUARTILE.EXC command to generate the three quartiles. b) Compute the correlation coefficient using the relevant Excel function to measure the direction and strength of the linear relationship between the two variables. Display and interpret the correlation value.

Hours Per Week

Yearly Income ('000's)

18

43.8

13

44.5

18

44.8

25.5

46.0

11.5

41.2

18

43.3

16

43.6

27

46.2

27.5

46.8

30.5

48.2

24.5

49.3

32.5

53.8

25

53.9

23.5

54.2

30.5

50.5

27.5

51.2

28

51.5

26

52.6

25.5

52.8

26.5

52.9

33

49.5

15

49.8

27.5

50.3

36

54.3

27

55.1

34.5

55.3

39

61.7

37

62.3

31.5

63.4

37

63.7

24.5

55.5

28

55.6

19

55.7

38.5

58.2

37.5

58.3

18.5

58.4

32

59.2

35

59.3

36

59.4

39

60.5

24.5

56.7

26

57.8

38

63.8

44.5

64.2

34.5

55.8

34.5

56.2

40

64.3

41.5

64.5

34.5

64.7

42.3

66.1

34.5

72.3

28

73.2

38

74.2

31.5

68.5

36

69.7

37.5

71.2

22

66.3

33.5

66.5

37

66.7

43.5

74.8

20

62.0

35

57.3

24

55.3

20

56.1

41

61.5

Solutions

Expert Solution

(a) The Snapshot of the summary data is given below

Hours Income
Mean 29.874 57.328
Median 30.5 56.2
Mode 34.5 55.3
Range 26.5 33.6
Variance 64.727 68.344
SD 8.045 8.267
Smallest 18 41.2
Largest 44.5 74.8
Q1 24.5 51.5
Q2 30.5 56.2
Q3 36 63.7

Median = Middle Value

For odd number of observations, the median is the (n + 1) / 2 th number = (65 + 1) / 2 = 33rd number

The 33 number for number of hours = 30.5 and yearly income = 55.3

Mode = The value that occur the maximum number of times = 34.5 for number of hours (5 times) and 55.3 (2 times) for Income.

Range = The difference between the largest and the smallest value

For Number of Hours = 44.5 - 18 = 26.5

For Yearly Income = 74.8 - 41.2 = 33.6

Q1 and Q3 have been calculated by the excel function QUARTILE.

Q2 is the same as the median value

Calculation for the Mean, Variance and Standard Deviation:

Mean = Sum of observation / Total Observations

Standard deviation = SQRT(Variance)

Variance = Sum Of Squares (SS) / n - 1, where SS = SUM(X - Mean)2.

The data below has been arranged in ascending order

Hours Per week Yearly Income
# X (X - Mean)2 # X (X - Mean)2
1 18 140.991876 1 41.2 260.112384
2 11.5 337.603876 2 43.3 196.784784
3 13 284.731876 3 43.6 188.457984
4 15 221.235876 4 43.8 183.006784
5 16 192.487876 5 44.5 164.557584
6 18 140.991876 6 44.8 156.950784
7 18 140.991876 7 46 128.323584
8 18.5 129.367876 8 46.2 123.832384
9 19 118.243876 9 46.8 110.838784
10 20 97.495876 10 48.2 83.320384
11 20 97.495876 11 49.3 64.448784
12 22 61.999876 12 49.5 61.277584
13 23.5 40.627876 13 49.8 56.670784
14 24 34.503876 14 50.3 49.392784
15 24.5 28.879876 15 50.5 46.621584
16 24.5 28.879876 16 51.2 37.552384
17 24.5 28.879876 17 51.5 33.965584
18 25 23.755876 18 52.6 22.353984
19 25.5 19.131876 19 52.8 20.502784
20 25.5 19.131876 20 52.9 19.607184
21 26 15.007876 21 53.8 12.446784
22 26 15.007876 22 53.9 11.751184
23 26.5 11.383876 23 54.2 9.784384
24 27 8.259876 24 54.3 9.168784
25 27 8.259876 25 55.1 4.963984
26 27.5 5.635876 26 55.3 4.112784
27 27.5 5.635876 27 55.3 4.112784
28 27.5 5.635876 28 55.5 3.341584
29 28 3.511876 29 55.6 2.985984
30 28 3.511876 30 55.7 2.650384
31 28 3.511876 31 55.8 2.334784
32 30.5 0.391876 32 56.1 1.507984
33 30.5 0.391876 33 56.2 1.272384
34 31.5 2.643876 34 56.7 0.394384
35 31.5 2.643876 35 57.3 0.000784
36 32 4.519876 36 57.8 0.222784
37 32.5 6.895876 37 58.2 0.760384
38 33 9.771876 38 58.3 0.944784
39 33.5 13.147876 39 58.4 1.149184
40 34.5 21.399876 40 59.2 3.504384
41 34.5 21.399876 41 59.3 3.888784
42 34.5 21.399876 42 59.4 4.293184
43 34.5 21.399876 43 60.5 10.061584
44 34.5 21.399876 44 61.5 17.405584
45 35 26.275876 45 61.7 19.114384
46 35 26.275876 46 62 21.827584
47 36 37.527876 47 62.3 24.720784
48 36 37.527876 48 63.4 36.869184
49 36 37.527876 49 63.7 40.602384
50 37 50.779876 50 63.8 41.886784
51 37 50.779876 51 64.2 47.224384
52 37 50.779876 52 64.3 48.608784
53 37.5 58.155876 53 64.5 51.437584
54 37.5 58.155876 54 64.7 54.346384
55 38 66.031876 55 66.1 76.947984
56 38 66.031876 56 66.3 80.496784
57 38.5 74.407876 57 66.5 84.125584
58 39 83.283876 58 66.7 87.834384
59 39 83.283876 59 68.5 124.813584
60 40 102.535876 60 69.7 153.066384
61 41 123.787876 61 71.2 192.432384
62 41.5 135.163876 62 72.3 224.160784
63 42.3 154.405476 63 73.2 251.920384
64 43.5 185.667876 64 74.2 284.664384
65 44.5 213.919876 65 74.8 305.270784
Total 1941.8 4142.50554 Total 3726.3 4374.01016
Mean 29.874 64.727 Mean 57.328 68.344
8.045 8.267

(b) Using the Excel Function CORREL(Hours, Yearly income) = 0.67

The sign is positive and 0.67 is close to 0.5, therefor there is a positive correlation, i.e as number of hours increase, the annual income also increases. Since the value is closer to 0.5, the strength is moderate.


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