Question
Conduct a regression analysis to analyze net sales and # of items. Use the results to answer questions 20-24. 20. State the null and alternate
Conduct a regression analysis to analyze net sales and # of items. Use the results to answer questions 20-24.
20. State the null and alternate hypothesisfor the above test.
A. Ho: 1=0; H1: 10
B. Ho: 1=0; H1: 1>0
C. Ho: r=0; H1: r>0
D. Ho: r=0; H1: r0
21. Interpret the meaning of R-squared with these particular variables and analysis.
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22. What is the predicted value of net sales when the number of items sold is 5? Use two decimal places.
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23. Net sales of $53.60 is one of the actual net sales values when the number of items sold is 5. Calculate the residual (or error) value for this data point. Round to two decimal places.
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24. Discuss whether the assumptions for simple linear regression appear to be met? Cut and paste the graph ( or use the embed image tool above) to provide evidence from Minitab to support.
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data set below:
Customer Store location Type of Customer Items Net Sales Method of Payment Gender Marital Status Age
Customer | Store location | Type of Customer | Items | Net Sales | Method of Payment | Gender | Marital Status | Age |
1 | A | Regular | 1 | $39.50 | Discover | Male | Married | 32 |
2 | B | Promotional | 1 | $102.40 | Proprietary Card | Female | Married | 36 |
3 | B | Regular | 1 | $22.50 | Proprietary Card | Female | Married | 32 |
4 | A | Promotional | 5 | $100.40 | Proprietary Card | Female | Married | 28 |
5 | C | Regular | 2 | $54.00 | MasterCard | Female | Married | 34 |
6 | A | Regular | 1 | $44.50 | MasterCard | Female | Married | 44 |
7 | A | Promotional | 2 | $78.00 | Proprietary Card | Female | Married | 30 |
8 | A | Regular | 1 | $22.50 | Visa | Female | Married | 40 |
9 | B | Promotional | 2 | $56.52 | Proprietary Card | Female | Married | 46 |
10 | A | Regular | 1 | $44.50 | Proprietary Card | Female | Married | 36 |
11 | C | Regular | 1 | $29.50 | Proprietary Card | Female | Married | 48 |
12 | C | Promotional | 1 | $31.60 | Proprietary Card | Female | Married | 40 |
13 | B | Promotional | 9 | $160.40 | Visa | Female | Married | 40 |
14 | B | Promotional | 2 | $64.50 | Visa | Female | Married | 46 |
15 | B | Regular | 1 | $49.50 | Visa | Male | Single | 24 |
16 | A | Promotional | 2 | $71.40 | Proprietary Card | Male | Single | 36 |
17 | A | Promotional | 3 | $94.00 | Proprietary Card | Female | Single | 22 |
18 | C | Regular | 3 | $54.50 | Discover | Female | Married | 40 |
19 | B | Promotional | 2 | $38.50 | MasterCard | Female | Married | 32 |
20 | A | Promotional | 6 | $44.80 | Proprietary Card | Female | Married | 56 |
21 | C | Promotional | 1 | $31.60 | Proprietary Card | Female | Single | 28 |
22 | A | Promotional | 4 | $70.82 | Proprietary Card | Female | Married | 38 |
23 | B | Promotional | 7 | $266.00 | American Express | Female | Married | 50 |
24 | C | Regular | 2 | $74.00 | Proprietary Card | Female | Married | 42 |
25 | C | Promotional | 2 | $39.50 | Visa | Male | Married | 48 |
26 | B | Promotional | 1 | $30.02 | Proprietary Card | Female | Married | 60 |
27 | A | Regular | 1 | $44.50 | Proprietary Card | Female | Married | 54 |
28 | B | Promotional | 5 | $192.80 | Proprietary Card | Female | Single | 42 |
29 | B | Promotional | 3 | $71.20 | Proprietary Card | Female | Married | 32 |
30 | C | Promotional | 1 | $18.00 | Proprietary Card | Female | Married | 70 |
31 | C | Promotional | 2 | $63.20 | MasterCard | Female | Married | 28 |
32 | A | Regular | 1 | $75.00 | Proprietary Card | Female | Married | 52 |
33 | B | Promotional | 3 | $63.20 | Proprietary Card | Female | Married | 44 |
34 | C | Regular | 1 | $40.00 | Proprietary Card | Female | Married | 34 |
35 | A | Promotional | 5 | $105.50 | MasterCard | Female | Married | 56 |
36 | C | Regular | 1 | $29.50 | MasterCard | Male | Single | 36 |
37 | C | Regular | 2 | $102.50 | Visa | Female | Single | 42 |
38 | B | Promotional | 6 | $117.50 | Proprietary Card | Female | Married | 50 |
39 | A | Promotional | 5 | $13.23 | Proprietary Card | Female | Married | 44 |
40 | B | Regular | 2 | $52.50 | Proprietary Card | Female | Married | 58 |
41 | A | Promotional | 13 | $198.80 | Proprietary Card | Female | Married | 42 |
42 | B | Promotional | 4 | $19.50 | Visa | Female | Married | 46 |
43 | A | Regular | 2 | $123.50 | Proprietary Card | Female | Married | 48 |
44 | A | Promotional | 1 | $62.40 | Proprietary Card | Female | Married | 54 |
45 | C | Promotional | 2 | $23.80 | Proprietary Card | Female | Married | 38 |
46 | C | Promotional | 2 | $39.60 | Proprietary Card | Female | Married | 60 |
47 | A | Regular | 1 | $25.00 | MasterCard | Female | Married | 46 |
48 | A | Promotional | 3 | $63.64 | Proprietary Card | Female | Married | 30 |
49 | A | Promotional | 1 | $14.82 | Proprietary Card | Female | Married | 32 |
50 | B | Promotional | 9 | $145.20 | MasterCard | Female | Married | 46 |
51 | A | Promotional | 6 | $176.62 | Proprietary Card | Female | Married | 38 |
52 | C | Promotional | 5 | $118.80 | Proprietary Card | Male | Married | 68 |
53 | A | Regular | 1 | $58.00 | Discover | Female | Single | 78 |
54 | C | Regular | 2 | $74.00 | Visa | Female | Single | 20 |
55 | B | Regular | 2 | $49.50 | MasterCard | Female | Married | 32 |
56 | B | Promotional | 3 | $141.60 | Proprietary Card | Female | Married | 38 |
57 | B | Promotional | 6 | $123.10 | Proprietary Card | Female | Married | 54 |
58 | C | Promotional | 2 | $80.40 | Proprietary Card | Female | Married | 48 |
59 | B | Promotional | 4 | $65.20 | MasterCard | Female | Married | 46 |
60 | A | Promotional | 4 | $113.00 | Proprietary Card | Female | Single | 50 |
61 | A | Promotional | 1 | $108.80 | Proprietary Card | Female | Married | 46 |
62 | A | Promotional | 3 | $59.91 | Proprietary Card | Female | Single | 30 |
63 | B | Promotional | 5 | $53.60 | Proprietary Card | Female | Married | 54 |
64 | A | Promotional | 1 | $31.60 | Proprietary Card | Female | Single | 42 |
65 | A | Promotional | 2 | $49.50 | Proprietary Card | Female | Married | 48 |
66 | B | Promotional | 1 | $39.60 | Proprietary Card | Female | Married | 62 |
67 | C | Promotional | 2 | $59.50 | Proprietary Card | Female | Married | 34 |
68 | A | Promotional | 5 | $146.80 | Proprietary Card | Female | Married | 28 |
69 | A | Promotional | 2 | $47.20 | Proprietary Card | Male | Married | 46 |
70 | B | Promotional | 8 | $95.05 | Proprietary Card | Female | Married | 54 |
71 | C | Promotional | 5 | $155.32 | Proprietary Card | Female | Married | 30 |
72 | A | Promotional | 4 | $58.00 | MasterCard | Female | Married | 32 |
73 | C | Regular | 1 | $69.00 | Proprietary Card | Female | Single | 22 |
74 | A | Promotional | 2 | $46.50 | Proprietary Card | Female | Married | 32 |
75 | B | Promotional | 2 | $45.22 | Proprietary Card | Female | Married | 74 |
76 | B | Promotional | 4 | $84.74 | Proprietary Card | Female | Married | 62 |
77 | B | Regular | 2 | $39.00 | Proprietary Card | Female | Married | 42 |
78 | A | Promotional | 4 | $111.14 | Proprietary Card | Female | Married | 28 |
79 | A | Promotional | 3 | $86.80 | Proprietary Card | Female | Married | 38 |
80 | B | Regular | 2 | $89.00 | Discover | Female | Married | 54 |
81 | C | Promotional | 2 | $78.00 | MasterCard | Female | Married | 68 |
82 | B | Promotional | 6 | $53.20 | Proprietary Card | Female | Single | 30 |
83 | A | Promotional | 4 | $58.50 | Visa | Female | Married | 36 |
84 | C | Promotional | 3 | $46.00 | Proprietary Card | Female | Married | 44 |
85 | B | Regular | 2 | $37.50 | Visa | Female | Married | 44 |
86 | B | Promotional | 1 | $20.80 | Proprietary Card | Female | Married | 62 |
87 | C | Regular | 6 | $144.00 | MasterCard | Female | Single | 48 |
88 | C | Regular | 4 | $107.00 | Proprietary Card | Female | Married | 36 |
89 | C | Promotional | 1 | $31.60 | Proprietary Card | Female | Single | 20 |
90 | C | Promotional | 6 | $57.60 | Proprietary Card | Female | Married | 42 |
91 | B | Promotional | 4 | $95.20 | Proprietary Card | Female | Married | 54 |
92 | A | Promotional | 1 | $22.42 | Proprietary Card | Female | Married | 54 |
93 | B | Regular | 5 | $159.75 | Proprietary Card | Female | Married | 72 |
94 | A | Promotional | 17 | $229.50 | Proprietary Card | Female | Married | 30 |
95 | A | Regular | 3 | $66.00 | American Express | Female | Married | 46 |
96 | C | Regular | 1 | $39.50 | MasterCard | Female | Married | 44 |
97 | C | Promotional | 9 | $253.00 | Proprietary Card | Female | Married | 30 |
98 | C | Promotional | 10 | $287.59 | Proprietary Card | Female | Married | 52 |
99 | A | Promotional | 2 | $47.60 | Proprietary Card | Female | Married | 30 |
100 | B | Promotional | 1 | $28.44 | Proprietary Card | Female | Married | 44 |
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