Question
According to the World Health Organization, the health of an individual, to a large extent, is determined by factors such as income, education, genetics, and
According to the World Health Organization, the health of an individual, to a large extent, is determined by factors such as income, education, genetics, and social connections. In a survey, 120 American adults are asked how they rated their health (Health) and social connections (Social) on a scale of 1 to 100. Information is also gathered on their household income (Income, in $1,000s), and college education (College equals 1 if they have completed bachelor's degree, 0 otherwise).
a-1.Estimate a regression model for Health using Social, Income, and College as the predictor variables. Report the regression coefficients and their significance at the 5% level. Negative values should be indicated by a minus sign. Round your answers to 2 decimal places.
a-2.Predict the health rating of a college-educated person given Social = 80 and Income = 100. What if the person is not college-educated? Round coefficient estimates to at least 4 decimal places and final answers to 2 decimal places.
b-1.Estimate an extended model that includes the interactions of Social with Income and Social with College. Report the regression coefficients and their significance at the 5% level. Negative values should be indicated by a minus sign. Round your answers to 2 decimal places.
Predictor Variable | Coefficient | Significance at 5% |
Intercept | ||
Social | ||
Income | ||
College | ||
Social x income | ||
Social x college |
b-2.Predict the health rating of a college-educated person given Social = 80 and Income = 100. What if the person is not college-educated? Round coefficient estimates to at least 4 decimal places and final answers to 2 decimal places.
Predictor variables | y |
Health rating of a college educated person | |
Health rating of a non-college educated person |
c.Which is the preferred model for making predictions?
Model 1 or 2? Highest or lowest? R square value or Adjusted R square vale?
Health | Social | Income | College |
52 | 58 | 80 | 0 |
55 | 68 | 43 | 0 |
80 | 66 | 284 | 0 |
93 | 67 | 159 | 1 |
55 | 94 | 70 | 0 |
92 | 65 | 270 | 1 |
94 | 59 | 288 | 1 |
81 | 96 | 57 | 1 |
60 | 96 | 124 | 0 |
97 | 85 | 219 | 1 |
52 | 84 | 135 | 0 |
71 | 93 | 198 | 0 |
89 | 82 | 307 | 1 |
65 | 95 | 173 | 0 |
61 | 89 | 262 | 0 |
65 | 59 | 219 | 0 |
74 | 61 | 212 | 0 |
98 | 72 | 287 | 1 |
89 | 95 | 273 | 1 |
63 | 71 | 189 | 0 |
93 | 72 | 195 | 1 |
90 | 79 | 257 | 0 |
53 | 84 | 21 | 0 |
94 | 75 | 137 | 1 |
88 | 64 | 220 | 1 |
94 | 73 | 161 | 1 |
73 | 76 | 162 | 0 |
52 | 87 | 71 | 0 |
53 | 71 | 213 | 0 |
94 | 97 | 314 | 1 |
91 | 71 | 305 | 1 |
92 | 75 | 187 | 1 |
86 | 58 | 274 | 0 |
55 | 79 | 177 | 0 |
95 | 92 | 185 | 1 |
88 | 83 | 123 | 1 |
90 | 70 | 320 | 1 |
91 | 81 | 291 | 1 |
98 | 60 | 305 | 1 |
66 | 71 | 89 | 1 |
59 | 58 | 36 | 0 |
96 | 63 | 241 | 1 |
51 | 80 | 131 | 0 |
77 | 86 | 193 | 0 |
57 | 63 | 74 | 1 |
55 | 69 | 77 | 0 |
58 | 61 | 59 | 0 |
52 | 81 | 49 | 0 |
81 | 93 | 113 | 1 |
52 | 96 | 117 | 0 |
72 | 88 | 248 | 0 |
93 | 88 | 213 | 1 |
94 | 74 | 278 | 1 |
76 | 75 | 143 | 1 |
54 | 97 | 22 | 0 |
91 | 61 | 205 | 1 |
97 | 82 | 183 | 1 |
81 | 89 | 255 | 0 |
65 | 64 | 69 | 1 |
56 | 66 | 211 | 0 |
81 | 92 | 137 | 1 |
55 | 82 | 21 | 0 |
64 | 64 | 194 | 0 |
88 | 63 | 157 | 1 |
65 | 63 | 138 | 0 |
91 | 85 | 175 | 1 |
63 | 65 | 103 | 1 |
75 | 80 | 119 | 1 |
55 | 64 | 136 | 0 |
57 | 63 | 25 | 1 |
53 | 62 | 24 | 0 |
53 | 74 | 96 | 0 |
58 | 77 | 47 | 0 |
53 | 74 | 82 | 0 |
55 | 84 | 97 | 0 |
91 | 80 | 271 | 1 |
96 | 82 | 140 | 1 |
70 | 76 | 220 | 0 |
95 | 70 | 282 | 1 |
92 | 71 | 227 | 1 |
53 | 84 | 138 | 0 |
53 | 69 | 31 | 0 |
52 | 64 | 169 | 0 |
62 | 71 | 198 | 0 |
92 | 94 | 207 | 1 |
92 | 72 | 232 | 1 |
91 | 75 | 297 | 1 |
92 | 89 | 281 | 0 |
95 | 86 | 202 | 1 |
55 | 63 | 235 | 0 |
92 | 97 | 303 | 1 |
81 | 64 | 216 | 1 |
91 | 98 | 226 | 1 |
89 | 94 | 202 | 1 |
93 | 76 | 166 | 1 |
50 | 64 | 31 | 1 |
96 | 94 | 205 | 1 |
74 | 90 | 118 | 1 |
98 | 79 | 318 | 1 |
51 | 66 | 105 | 0 |
94 | 96 | 171 | 1 |
89 | 69 | 185 | 1 |
59 | 97 | 131 | 0 |
63 | 84 | 187 | 0 |
59 | 92 | 34 | 0 |
93 | 91 | 305 | 1 |
92 | 73 | 307 | 1 |
88 | 94 | 283 | 1 |
58 | 58 | 69 | 1 |
59 | 76 | 93 | 0 |
90 | 71 | 126 | 1 |
86 | 93 | 96 | 1 |
94 | 94 | 148 | 1 |
53 | 78 | 66 | 1 |
73 | 89 | 38 | 1 |
60 | 74 | 78 | 0 |
96 | 79 | 296 | 1 |
96 | 77 | 178 | 1 |
66 | 67 | 90 | 1 |
58 | 90 | 35 | 0 |
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