Table 2.
Multiple Regression, Total Performance Scores (Training Set)
Coefficient Table | Analysis of Variance Table | ||||||||
---|---|---|---|---|---|---|---|---|---|
Estimate | SE | t | p | df | SS | MSE | F Statistic | ||
Intercept | 46.772 | 3.954 | 11.830 | <0.001 | Residuals | 1952 | 195480 | 100.1 | NA |
Labor Compensation Ratio | −5.225 | 2.158 | −2.421 | 0.016 | Labor Compensation Ratio | 1 | 345 | 344.7 | 3.4 |
Bed Utilization | 1.077 | 1.762 | 0.611 | 0.541 | Bed Utilization | 1 | 11758 | 11757.8 | 117.4 |
Staffed Beds | −4.650 | 0.442 | −10.533 | <0.001 | Staffed Beds | 1 | 24729 | 24728.6 | 246.9 |
Complications | 3.088 | 0.632 | 4.890 | <0.001 | Complications | 1 | 4109 | 4109.4 | 41.0 |
Medicare Days | −7.501 | 3.124 | −2.401 | 0.016 | Medicare Days | 1 | 497 | 496.9 | 5.0 |
Medicaid Days | −0.817 | 0.243 | −3.366 | 0.001 | Medicaid Days | 1 | 1248 | 1248.1 | 12.5 |
Case Mix | 8.175 | 2.050 | 3.988 | <0.001 | Case Mix | 1 | 2689 | 2688.9 | 26.9 |
Length of Stay | −7.201 | 1.493 | −4.823 | <0.001 | Length of Stay | 1 | 2418 | 2418.0 | 24.1 |
Market Concentration | −0.763 | 0.470 | −1.625 | 0.104 | Market Concentration | 1 | 644 | 643.5 | 6.4 |
For Profit | −2.028 | 0.608 | −3.338 | 0.001 | For Profit | 1 | 1884 | 1884.3 | 18.8 |
Rural | 2.684 | 0.867 | 3.096 | 0.002 | Rural | 1 | 747 | 746.7 | 7.5 |
Region 2 (NJ, NY, PA) | −3.144 | 1.268 | −2.480 | 0.013 | Region 2 | 1 | 220 | 219.9 | 2.2 |
Region 3 (DE, KY, MD, NC, VA, WV, DC) | −2.530 | 1.333 | −1.898 | 0.058 | Region 3 | 1 | 1 | 1.1 | 0.0 |
Region 4 (AL, FL, GA, MS, SC, TN) | −4.494 | 1.219 | −3.687 | <0.001 | Region 4 | 1 | 2003 | 2002.6 | 20.0 |
Region 5 (IL, MI, IN, OH, WI) | −2.637 | 1.241 | −2.126 | 0.034 | Region 5 | 1 | 426 | 425.6 | 4.3 |
Region 6 (IA, KS, MN, MO, NE, ND, SD) | 0.198 | 1.375 | 0.144 | 0.885 | Region 6 | 1 | 338 | 338.2 | 3.4 |
Region 7 (AR, LA, OK, TX) | −3.983 | 1.277 | −3.119 | 0.002 | Region 7 | 1 | 2084 | 2084.3 | 20.8 |
Region 8 (AZ, CO, ID, MT, NM, UT, WY) | −2.189 | 1.427 | −1.534 | 0.125 | Region 8 | 1 | 590 | 589.8 | 5.9 |
Region 9 (AK, CA, HI, NV, OR, WA) | 0.261 | 1.271 | 0.205 | 0.837 | Region 9 | 1 | 5 | 4.6 | 0.0 |
Region Unreported | 1.230 | 1.676 | 0.734 | 0.463 | Region Unreported | 1 | 54 | 53.9 | 0.5 |