Question
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.
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started