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Golden Years Easy Retirement Homes owns several adult care facilities throughout the southeast United States. A budget analyst for Golden Years has collected the data

Golden Years Easy Retirement Homes owns several adult care facilities throughout the southeast United States. A budget analyst for Golden Years has collected the data found in the accompanied table describing for each facility: the number of beds (X1), the annual number of medical in-patient days (X2), the total annual patient days (X3), and whether or not the facility is in a rural location (X4). The analyst would like to build a multiple regression model to estimate the annual nursing salaries (Y) that should be expected for each facility.

Number of beds in home Annual medical in-patient days (100s) Annual total patient days (100s) Rural (1) and non-rural (0) homes Annual nursing salaries ($100s)
137 128 385 0 5230
59 155 203 1 2459
120 281 392 0 6304
120 291 419 0 6590
120 238 363 0 5362
65 180 234 1 3622
120 306 372 1 4406
90 214 305 1 4173
96 155 169 0 1955
120 133 188 1 3224
62 148 192 0 2409
120 274 300 1 2066
116 154 321 0 5946
59 120 164 1 1925
80 261 284 1 4166
120 338 375 1 5257
80 77 133 1 1988
100 204 318 1 4156
60 97 213 1 1914
110 178 280 1 5173
120 232 336 0 4630
135 316 442 0 7489
59 163 191 1 2051
60 96 202 0 3803
25 74 83 1 2008
75 225 250 1 1288
64 91 214 1 4729
62 146 204 0 2367
108 255 366 1 5933
62 144 220 1 2782
90 151 286 0 4651
146 100 375 0 6857
62 174 189 1 2143
30 54 88 1 3025
79 213 278 0 2905
44 127 158 1 1498
120 208 423 0 6236
100 255 300 1 3547
49 110 177 1 2810
123 208 336 1 6059
82 114 136 1 1995
58 166 205 1 2245
110 228 323 1 4029
62 183 222 1 2784
86 62 200 1 3720
102 326 355 1 3866
135 157 471 0 7485
78 154 203 1 3672
83 224 390 1 3995
60 48 213 0 2820
54 119 144 1 2088
120 217 327 0 4432

1. Prepare three scatter plots showing the relationship between the nursing salaries and each of the independent variables, individually. What sort of relationship does each plot suggest?

2. If the budget analyst wanted to build a regression model using only i) one, ii) two, and iii) three independent variable(s) to predict the nursing salaries, what variable(s) should be used in each subcase?

3. What set of independent variables results in the highest value for the adjusted R2 statistic?

4. Suppose the personnel director chooses to use the regression function with all independent variables X1, X2, X3 and X4. What is the estimated regression function?

5. In your spreadsheet, calculate an estimated annual nursing salary for each facility using the regression function identified in part 4. Based on this analysis which facilities, if any, should the budget analyst be concerned about? Explain your answer.

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