An Exploratory Analysis of the Association between Healthcare Associated Infections & Hospital Financial Performance
Abstract
:1. Introduction
Background
2. Methods
2.1. Aim of the Study & Hypotheses
2.2. Data
2.3. Dependent Variable
2.4. Independent Variables of Interest
2.5. Controls
2.6. Analysis
3. Results
4. Discussion
Practice Implications
5. Limitations and Suggestions for Future Research
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Min | Max | Mean | Std Dev | |
---|---|---|---|---|
Dependent Variables | ||||
Operating Expense per Staffed Bed | 387,815.70 | 8,159,529.41 | 1,855,671.61 | 896,342.27 |
Operating Expense per Adjusted Discharge | 7150.29 | 192,629.67 | 37,280.97 | 16,644.75 |
Independent Variables of Interest | ||||
Methicillin-resistant Staphylococcus aureus (MRSA) Infection Rate | 0.00 | 4.35 | 0.82 | 0.66 |
Clostridium Difficile (C. diff) Infection Rate | 0.00 | 2.18 | 0.44 | 0.27 |
Catheter-Associated Urinary Tract Infections (CAUTI) Rate | 0.00 | 5.19 | 0.64 | 0.51 |
Central-Line-Associated Blood Stream Infections (CLABSI) Rate | 0.00 | 4.84 | 0.75 | 0.61 |
Control Variables | ||||
Contract Labor (in millions) | 0.00 | 124.92 | 20.05 | 21.88 |
Managed/Leased Facility | 0 | 1 | 0.04 | 0.19 |
Sole Community Hospital | 0 | 1 | 0.08 | 0.27 |
Accountable Care Organization Affiliated | 0 | 1 | 0.71 | 0.46 |
Labor Compensation Ratio | 17.60% | 119.00% | 0.45 | 0.13 |
Market Concentration Index | 0.02 | 1.00 | 0.28 | 0.29 |
Number of Employees | 26 | 16,152 | 1960.60 | 1688.74 |
Government Operated | 0 | 1 | 0.11 | 0.32 |
For Profit Hospital | 0 | 1 | 0.17 | 0.38 |
Academic Medical Center | 0 | 1 | 0.09 | 0.28 |
Rural Geographic Classification | 0 | 1 | 0.08 | 0.27 |
Uncompensated Care (in millions) | 0.01 | 673.44 | 34.80 | 50.65 |
Average Length of Stay | 1.50 | 9.80 | 5.14 | 0.88 |
Payor Mix: Percent Medicare Days | 0.10% | 64.40% | 0.26 | 0.09 |
Payor Mix: Percent Medicaid Days | 0.10% | 68.60% | 0.08 | 0.08 |
Case Mix Index | 1.28 | 3.37 | 1.85 | 0.27 |
Complication/Major Complication (CC/MCC) Rate | 0.31 | 0.88 | 0.69 | 0.05 |
Hospital Value Based Purchasing Total Performance Score | 2.50 | 56.75 | 20.63 | 8.15 |
Region 1 (CT, ME, MA, NH, RI, VT) | 0 | 1 | 0.05 | 0.32 |
Region 2 (NJ, NY, PA) | 0 | 1 | 0.14 | 0.34 |
Region 3 (DE, KY, MD, NC, VA, WV, DC) | 0 | 1 | 0.09 | 0.28 |
Region 4 (AL, FL, GA, MS, SC, TN, PR) | 0 | 1 | 0.17 | 0.38 |
Region 5 (IL, MI, IN, OH, WI) | 0 | 1 | 0.16 | 0.37 |
Region 6 (IA, KS, MN, MO, NE, ND, SD) | 0 | 1 | 0.07 | 0.25 |
Region 7 (AR, LA, OK, TX) | 0 | 1 | 0.12 | 0.32 |
Region 8 (AZ, CO, ID, MT, NM, UT, WY) | 0 | 1 | 0.07 | 0.25 |
Region 9 (AK, CA, HI, NV, OR, WA) | 0 | 1 | 0.14 | 0.34 |
Analysis of Association between Healthcare Associated Infections & Hospital Financial Performance | Natural Log of Operating Expense per Staffed Bed | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
N = 1454, Adj R2 = 47.8% | N = 1454, Adj R2 = 48.1% | N = 1454, Adj R2 = 48.0% | N = 1454, Adj R2 = 47.8% | |||||||||
β | S.E. | Sig | β | S.E. | Sig | β | S.E. | Sig | β | S.E. | Sig | |
INDEPENDENT VARIABLES | ||||||||||||
MRSA Infection Rate—Natural Log | 0.004 | 0.016 | - | |||||||||
C. diff Infection Rate—Natural Log | 0.037 | 0.014 | * | |||||||||
CAUTI Infection Rate—Natural Log | 0.031 | 0.014 | * | |||||||||
CLABSI Infection Rate—Natural Log | −0.006 | 0.015 | - | |||||||||
FACILITY ATTRIBUTES | ||||||||||||
Contract Labor (in millions) | 0.001 | 0.001 | * | 0.001 | 0.001 | - | 0.001 | 0.001 | * | 0.001 | 0.001 | * |
Managed/Leased Facility | −0.027 | 0.045 | - | −0.034 | 0.045 | - | −0.033 | 0.045 | - | −0.025 | 0.045 | - |
Sole Community Hospital | 0.035 | 0.040 | - | 0.034 | 0.039 | - | 0.033 | 0.039 | - | 0.034 | 0.040 | - |
Accountable Care Organization Affiliated | −0.009 | 0.020 | - | −0.01 | 0.020 | - | −0.009 | 0.020 | - | −0.009 | 0.020 | - |
Labor Compensation Ratio | 0.000 | 0.001 | - | −0.001 | 0.001 | - | 0.000 | 0.001 | - | 0.000 | 0.001 | - |
Market Concentration Index | 0.094 | 0.039 | * | 0.089 | 0.039 | * | 0.093 | 0.039 | * | 0.093 | 0.039 | * |
Number of Employees | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** |
Government Operated | 0.050 | 0.031 | - | 0.044 | 0.031 | - | 0.045 | 0.031 | - | 0.050 | 0.031 | - |
For Profit Hospital | −0.299 | 0.026 | *** | −0.293 | 0.026 | *** | −0.299 | 0.026 | *** | −0.300 | 0.026 | *** |
Academic Medical Center | 0.034 | 0.037 | - | 0.031 | 0.037 | - | 0.029 | 0.037 | - | 0.036 | 0.037 | - |
Rural Geographic Classification | −0.010 | 0.038 | - | −0.014 | 0.038 | - | −0.008 | 0.038 | - | −0.009 | 0.039 | - |
Uncompensated Care (in millions) | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** |
Average Length of Stay | −0.024 | 0.012 | * | −0.025 | 0.012 | * | −0.024 | 0.012 | * | −0.024 | 0.012 | * |
Payor Mix: Percent Medicare Days | 0.002 | 0.001 | * | 0.002 | 0.001 | * | 0.002 | 0.001 | * | 0.002 | 0.001 | * |
Payor Mix: Percent Medicaid Days | −0.003 | 0.001 | * | −0.003 | 0.001 | * | −0.003 | 0.001 | * | −0.003 | 0.001 | * |
Case Mix Index | 0.261 | 0.044 | *** | 0.259 | 0.044 | *** | 0.271 | 0.044 | *** | 0.259 | 0.044 | *** |
Complication/Major Complication (CC/MCC) | 0.208 | 0.170 | - | 0.22 | 0.169 | - | 0.197 | 0.170 | - | 0.205 | 0.170 | - |
HVBP Total Performance Score | 0.009 | 0.001 | *** | 0.009 | 0.001 | *** | 0.009 | 0.001 | *** | 0.009 | 0.001 | *** |
Region 2 (NJ, NY, PA) | −0.318 | 0.045 | *** | −0.316 | 0.045 | *** | −0.313 | 0.045 | *** | −0.317 | 0.045 | *** |
Region 3 (DE, KY, MD, NC, VA, WV, DC) | −0.346 | 0.050 | *** | −0.337 | 0.050 | *** | −0.341 | 0.050 | *** | −0.344 | 0.050 | *** |
Region 4 (AL, FL, GA, MS, SC, TN, PR) | −0.485 | 0.046 | *** | −0.475 | 0.045 | *** | −0.475 | 0.046 | *** | −0.483 | 0.045 | *** |
Region 5 (IL, MI, IN, OH, WI) | −0.299 | 0.045 | *** | −0.302 | 0.045 | *** | −0.294 | 0.045 | *** | −0.297 | 0.045 | *** |
Region 6 (IA, KS, MN, MO, NE, ND, SD) | −0.395 | 0.050 | *** | −0.397 | 0.05 | *** | −0.396 | 0.050 | *** | −0.394 | 0.050 | *** |
Region 7 (AR, LA, OK, TX) | −0.457 | 0.048 | *** | −0.45 | 0.048 | *** | −0.448 | 0.048 | *** | −0.456 | 0.048 | *** |
Region 8 (AZ, CO, ID, MT, NM, UT, WY) | −0.246 | 0.054 | *** | −0.251 | 0.054 | *** | −0.240 | 0.054 | *** | −0.246 | 0.054 | *** |
Region 9 (AK, CA, HI, NV, OR, WA) | −0.144 | 0.047 | ** | −0.148 | 0.047 | ** | −0.143 | 0.047 | ** | −0.142 | 0.047 | ** |
Analysis of Association between Healthcare Associated Infections & Hospital Financial Performance | Natural Log of Operating Expense per Adjusted Discharge | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
N = 1454, Adj R2 = 58.0% | N = 1454, Adj R2 = 58.6% | N = 1454, Adj R2 = 58.0% | N = 1454, Adj R2 = 57.7% | |||||||||
β | S.E. | Sig | β | S.E. | Sig | β | S.E. | Sig | β | S.E. | Sig | |
INDEPENDENT VARIABLES | ||||||||||||
MRSA Infection Rate—Natural Log | 0.042 | 0.013 | *** | |||||||||
C. diff Infection Rate—Natural Log | 0.062 | 0.011 | *** | |||||||||
CAUTI Infection Rate—Natural Log | 0.039 | 0.011 | *** | |||||||||
CLABSI Infection Rate—Natural Log | 0.010 | 0.012 | - | |||||||||
FACILITY ATTRIBUTES | ||||||||||||
Contract Labor (in millions) | 0.000 | 0.000 | - | 0.000 | 0.000 | - | 0.000 | 0.000 | - | 0.000 | 0.000 | - |
Managed/Leased Facility | 0.043 | 0.036 | - | 0.036 | 0.036 | - | 0.040 | 0.036 | - | 0.044 | 0.036 | - |
Sole Community Hospital | 0.052 | 0.032 | - | 0.051 | 0.032 | - | 0.050 | 0.032 | - | 0.054 | 0.032 | - |
Accountable Care Organization Affiliated | −0.018 | 0.016 | - | −0.023 | 0.016 | - | −0.021 | 0.016 | - | −0.020 | 0.016 | - |
Labor Compensation Ratio | 0.003 | 0.001 | *** | 0.003 | 0.001 | *** | 0.003 | 0.001 | *** | 0.003 | 0.001 | *** |
Market Concentration Index | 0.175 | 0.032 | *** | 0.164 | 0.032 | *** | 0.169 | 0.032 | *** | 0.170 | 0.032 | *** |
Number of Employees | 0.001 | 0.000 | *** | 0.001 | 0.000 | ** | 0.001 | 0.000 | *** | 0.001 | 0.000 | ** |
Government Operated | 0.089 | 0.025 | *** | 0.081 | 0.025 | *** | 0.084 | 0.025 | *** | 0.090 | 0.025 | *** |
For Profit Hospital | −0.280 | 0.021 | *** | −0.271 | 0.021 | *** | −0.280 | 0.021 | *** | −0.281 | 0.021 | *** |
Academic Medical Center | 0.083 | 0.030 | ** | 0.085 | 0.029 | ** | 0.083 | 0.030 | ** | 0.087 | 0.030 | ** |
Rural Geographic Classification | 0.078 | 0.031 | * | 0.073 | 0.031 | * | 0.082 | 0.031 | ** | 0.078 | 0.031 | * |
Uncompensated Care (in millions) | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** | 0.001 | 0.000 | *** |
Average Length of Stay | 0.105 | 0.010 | *** | 0.103 | 0.009 | *** | 0.105 | 0.010 | *** | 0.105 | 0.010 | *** |
Payor Mix: Percent Medicare Days | 0.002 | 0.001 | * | 0.002 | 0.001 | - | 0.002 | 0.001 | * | 0.002 | 0.001 | * |
Payor Mix: Percent Medicaid Days | −0.003 | 0.001 | ** | −0.003 | 0.001 | ** | −0.003 | 0.001 | ** | −0.003 | 0.001 | ** |
Case Mix Index | 0.360 | 0.035 | *** | 0.352 | 0.035 | *** | 0.368 | 0.036 | *** | 0.357 | 0.036 | *** |
Complication/Major Complication (CC/MCC) | −0.049 | 0.137 | - | −0.030 | 0.136 | - | −0.065 | 0.137 | - | −0.048 | 0.137 | - |
HVBP Total Performance Score | 0.006 | 0.001 | *** | 0.007 | 0.001 | *** | 0.006 | 0.001 | *** | 0.006 | 0.001 | *** |
Region 2 (NJ, NY, PA) | −0.197 | 0.036 | *** | −0.188 | 0.036 | *** | −0.185 | 0.036 | *** | −0.191 | 0.036 | *** |
Region 3 (DE, KY, MD, NC, VA, WV, DC) | −0.260 | 0.040 | *** | −0.238 | 0.040 | *** | −0.247 | 0.040 | *** | −0.255 | 0.040 | *** |
Region 4 (AL, FL, GA, MS, SC, TN, PR) | −0.459 | 0.037 | *** | −0.432 | 0.036 | *** | −0.435 | 0.037 | *** | −0.448 | 0.037 | *** |
Region 5 (IL, MI, IN, OH, WI) | −0.141 | 0.036 | *** | −0.143 | 0.036 | *** | −0.132 | 0.036 | *** | −0.138 | 0.036 | *** |
Region 6 (IA, KS, MN, MO, NE, ND, SD) | −0.212 | 0.040 | *** | −0.210 | 0.040 | *** | −0.208 | 0.040 | *** | −0.207 | 0.041 | *** |
Region 7 (AR, LA, OK, TX) | −0.366 | 0.039 | *** | −0.348 | 0.039 | *** | −0.347 | 0.039 | *** | −0.360 | 0.039 | *** |
Region 8 (AZ, CO, ID, MT, NM, UT, WY) | −0.148 | 0.043 | *** | −0.151 | 0.043 | *** | −0.136 | 0.043 | ** | −0.143 | 0.043 | *** |
Region 9 (AK, CA, HI, NV, OR, WA) | −0.040 | 0.038 | - | −0.037 | 0.037 | - | −0.030 | 0.038 | - | −0.031 | 0.038 | - |
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Beauvais, B.; Dolezel, D.; Shanmugam, R.; Wood, D.; Pradhan, R. An Exploratory Analysis of the Association between Healthcare Associated Infections & Hospital Financial Performance. Healthcare 2024, 12, 1314. https://doi.org/10.3390/healthcare12131314
Beauvais B, Dolezel D, Shanmugam R, Wood D, Pradhan R. An Exploratory Analysis of the Association between Healthcare Associated Infections & Hospital Financial Performance. Healthcare. 2024; 12(13):1314. https://doi.org/10.3390/healthcare12131314
Chicago/Turabian StyleBeauvais, Brad, Diane Dolezel, Ramalingam Shanmugam, Dan Wood, and Rohit Pradhan. 2024. "An Exploratory Analysis of the Association between Healthcare Associated Infections & Hospital Financial Performance" Healthcare 12, no. 13: 1314. https://doi.org/10.3390/healthcare12131314
APA StyleBeauvais, B., Dolezel, D., Shanmugam, R., Wood, D., & Pradhan, R. (2024). An Exploratory Analysis of the Association between Healthcare Associated Infections & Hospital Financial Performance. Healthcare, 12(13), 1314. https://doi.org/10.3390/healthcare12131314