Question: Construct a regression model using all of the independent variables. Test all the significance of the overall regression model using a=0.05 Interpret the meaning of
- Construct a regression model using all of the independent variables.
- Test all the significance of the overall regression model using a=0.05
- Interpret the meaning of the regression coefficient for the rooms, crew, children, and frequency variables.
- Using the p-values, identify which independent variable are significant with a=0.05
- Construct a regression model using only the significant variable found in part of d and predict average age of employees that use social media, hours per day, and compare to relationship status.
| ID | Age | Gender | SM Usage/Week | Years in Organization | Relationship Status |
| y | y1 | y2 | y3 | y4 | y5 |
| 1 | 28 | 0 | 10 | 5 | 0 |
| 2 | 35 | 1 | 5 | 8 | 1 |
| 3 | 22 | 0 | 15 | 2 | 0 |
| 4 | 45 | 1 | 8 | 20 | 2 |
| 5 | 30 | 0 | 12 | 7 | 0 |
| 6 | 40 | 1 | 6 | 15 | 1 |
| 7 | 25 | 1 | 8 | 3 | 1 |
| 8 | 32 | 1 | 7 | 10 | 2 |
| 9 | 28 | 0 | 12 | 4 | 0 |
| 10 | 37 | 0 | 9 | 12 | 1 |
| 11 | 29 | 1 | 3 | 6 | 2 |
| 12 | 33 | 1 | 10 | 8 | 2 |
| 13 | 26 | 0 | 14 | 3 | 0 |
| 14 | 41 | 1 | 7 | 18 | 0 |
| 15 | 31 | 0 | 8 | 5 | 1 |
| 16 | 27 | 0 | 11 | 4 | 0 |
| 17 | 36 | 1 | 5 | 13 | 2 |
| 18 | 24 | 1 | 9 | 2 | 0 |
| 19 | 38 | 1 | 12 | 16 | 1 |
| 20 | 30 | 0 | 8 | 7 | 1 |
| 21 | 34 | 1 | 6 | 10 | 2 |
| 22 | 23 | 0 | 14 | 3 | 0 |
| 23 | 39 | 0 | 7 | 14 | 1 |
| 24 | 29 | 1 | 10 | 6 | 2 |
| 25 | 42 | 1 | 8 | 12 | 2 |
| 26 | 32 | 1 | 11 | 5 | 0 |
| 27 | 26 | 0 | 9 | 8 | 0 |
| 28 | 44 | 0 | 6 | 19 | 1 |
| 29 | 33 | 1 | 13 | 4 | 0 |
| 30 | 27 | 1 | 8 | 11 | 2 |
| 31 | 35 | 0 | 10 | 13 | 0 |
| 32 | 28 | 1 | 7 | 6 | 1 |
| 33 | 37 | 1 | 12 | 8 | 1 |
| 34 | 30 | 0 | 8 | 3 | 2 |
| 35 | 34 | 0 | 9 | 10 | 0 |
| 36 | 23 | 1 | 14 | 5 | 1 |
| 37 | 39 | 1 | 6 | 16 | 2 |
| 38 | 29 | 1 | 10 | 7 | 2 |
| 39 | 42 | 0 | 8 | 2 | 0 |
| 40 | 32 | 0 | 12 | 14 | 0 |
| 41 | 26 | 0 | 7 | 6 | 1 |
| 42 | 44 | 0 | 9 | 8 | 0 |
| 43 | 33 | 1 | 11 | 3 | 2 |
| 44 | 27 | 0 | 6 | 10 | 0 |
| 45 | 35 | 1 | 13 | 5 | 1 |
| 46 | 28 | 1 | 8 | 16 | 1 |
| 47 | 37 | 0 | 7 | 7 | 2 |
| 48 | 30 | 0 | 11 | 2 | 0 |
| 49 | 25 | 1 | 9 | 14 | 1 |
| 50 | 41 | 0 | 10 | 6 | 2 |
| 51 | 31 | 0 | 12 | 67 | 2 |
| 52 | 29 | 0 | 8 | 3 | 0 |
| 53 | 24 | 1 | 10 | 22 | 0 |
| 54 | 43 | 0 | 5 | 8 | 1 |
| 55 | 28 | 1 | 15 | 14 | 0 |
| 56 | 36 | 0 | 7 | 4 | 2 |
| 57 | 26 | 1 | 9 | 11 | 0 |
| 58 | 33 | 0 | 8 | 5 | 1 |
| 59 | 27 | 1 | 13 | 13 | 1 |
| 60 | 38 | 1 | 11 | 7 | 2 |
| 61 | 30 | 1 | 6 | 9 | 0 |
| 62 | 35 | 0 | 9 | 2 | 1 |
| 63 | 23 | 0 | 14 | 17 | 2 |
| 64 | 42 | 1 | 8 | 6 | 2 |
| 65 | 29 | 1 | 9 | 5 | 0 |
| 66 | 26 | 0 | 10 | 14 | 0 |
| 67 | 35 | 1 | 6 | 3 | 1 |
| 68 | 25 | 0 | 11 | 15 | 0 |
| 69 | 37 | 0 | 13 | 8 | 2 |
| 70 | 31 | 1 | 7 | 11 | 0 |
| 71 | 34 | 1 | 5 | 4 | 1 |
| 72 | 22 | 1 | 12 | 15 | 1 |
| 73 | 40 | 0 | 8 | 7 | 2 |
| 74 | 28 | 1 | 9 | 13 | 0 |
| 75 | 41 | 0 | 10 | 6 | 1 |
| 76 | 33 | 0 | 7 | 9 | 2 |
| 77 | 27 | 1 | 11 | 20 | 2 |
| 78 | 45 | 1 | 5 | 5 | 0 |
| 79 | 32 | 1 | 14 | 12 | 0 |
| 80 | 29 | 0 | 8 | 14 | 1 |
| 81 | 36 | 0 | 10 | 4 | 0 |
| 82 | 28 | 1 | 7 | 9 | 2 |
| 83 | 39 | 1 | 12 | 15 | 0 |
| 84 | 31 | 0 | 8 | 6 | 1 |
| 85 | 24 | 1 | 9 | 18 | 1 |
| 86 | 37 | 1 | 14 | 10 | 2 |
| 87 | 30 | 0 | 6 | 5 | 0 |
| 88 | 25 | 0 | 11 | 10 | 1 |
| 89 | 35 | 1 | 9 | 14 | 2 |
| 90 | 29 | 1 | 13 | 6 | 2 |
| 91 | 38 | 1 | 7 | 8 | 0 |
| 92 | 23 | 0 | 10 | 4 | 0 |
| 93 | 40 | 0 | 8 | 11 | 1 |
| 94 | 32 | 0 | 6 | 5 | 0 |
| 95 | 27 | 0 | 12 | 16 | 2 |
| 96 | 44 | 1 | 9 | 8 | 0 |
| 97 | 34 | 0 | 7 | 3 | 1 |
| 98 | 26 | 1 | 13 | 14 | 1 |
| 99 | 36 | 1 | 8 | 6 | 2 |
| 100 | 30 | 0 | 11 | 10 | 0 |
| Y1 = age of respondant | |||||
| Y2 = 0 for Male; 1 for Female | |||||
| Y3 = SM usage weekly | |||||
| Y4 = Years in organization | |||||
| Y5 = 0 for Single; 1 for Married; 2 for relationship |
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