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please help me with this data analysis question. Thank you. You are a decision support analyst at Sunshine General Hospital. The Director of the medical
please help me with this data analysis question.
Thank you.
You are a decision support analyst at Sunshine General Hospital. The Director of the medical unit has asked for a report on readmissions for medical conditions at the facility (both overall and for certain CMGs). Specifically, the Director wants to know how Sunshine General Hospital compares to its peer hospitals in the region. Where is Sunshine General Hospital doing well, and where are the opportunities for improvement?
Facility Name | Clinical Cohorts | Fiscal Year | ||||
2017/18 | 2018/19 | 2019/20 | 2020/21 | |||
Hospital 1 | Cardiovascular | N/A | N/A | N/A | N/A | |
Congestive Heart Failure | N/A | N/A | 43.8% | 0.0% | ||
COPD | 0.0% | 0.0% | N/A | N/A | ||
Cerebrovascular Accident | N/A | 0.0% | N/A | N/A | ||
Diabetes mellitus | N/A | 0.0% | N/A | 0.0% | ||
Gastrointestinal | 11.8% | 15.8% | 11.8% | 13.3% | ||
Pneumonia | N/A | N/A | 0.0% | N/A | ||
Hospital 2 | Cardiovascular | 10.6% | 15.7% | 10.9% | 12.1% | |
Congestive Heart Failure | 24.3% | 23.7% | 27.8% | 16.7% | ||
COPD | 24.0% | 25.3% | 20.8% | 26.6% | ||
Cerebrovascular Accident | 0.0% | N/A | N/A | N/A | ||
Diabetes mellitus | N/A | N/A | N/A | N/A | ||
Gastrointestinal | 18.8% | 19.7% | 14.1% | 19.4% | ||
Pneumonia | 23.3% | 23.3% | 21.2% | 16.2% | ||
Hospital 3 | Cardiovascular | N/A | N/A | N/A | N/A | |
Congestive Heart Failure | N/A | 19.2% | N/A | 38.9% | ||
COPD | N/A | 23.8% | N/A | 12.0% | ||
Cerebrovascular Accident | 0.0% | N/A | N/A | N/A | ||
Diabetes mellitus | N/A | N/A | N/A | N/A | ||
Gastrointestinal | 23.0% | 16.4% | 13.2% | 16.1% | ||
Pneumonia | 31.6% | 7.7% | 13.6% | 0.0% | ||
Hospital 4 | Cardiovascular | N/A | N/A | N/A | 0.0% | |
Congestive Heart Failure | N/A | 26.3% | N/A | N/A | ||
COPD | N/A | 56.0% | 0.0% | 16.7% | ||
Cerebrovascular Accident | N/A | N/A | N/A | N/A | ||
Diabetes mellitus | N/A | N/A | N/A | 0.0% | ||
Gastrointestinal | 28.9% | 26.1% | 20.0% | N/A | ||
Pneumonia | 0.0% | N/A | N/A | N/A | ||
Hospital 5 | Cardiovascular | 12.0% | 13.2% | N/A | 11.1% | |
Congestive Heart Failure | N/A | N/A | N/A | N/A | ||
COPD | 20.8% | 20.4% | 20.0% | 23.7% | ||
Cerebrovascular Accident | N/A | 0.0% | N/A | N/A | ||
Diabetes mellitus | N/A | N/A | 0.0% | N/A | ||
Gastrointestinal | 16.0% | 17.1% | 16.9% | 21.7% | ||
Pneumonia | 18.2% | 17.9% | N/A | 18.9% | ||
Hospital 6 | Diabetes mellitus | 7.1% | 0.0% | 2.0% | 2.1% | |
Gastrointestinal | 7.5% | 11.1% | 9.5% | 8.8% | ||
Pneumonia | 8.1% | 8.9% | 4.6% | 6.3% | ||
Hospital 7 | Cardiovascular | 18.8% | 11.4% | 18.3% | 16.7% | |
Congestive Heart Failure | 16.7% | 19.3% | 20.9% | 21.7% | ||
COPD | 18.0% | 14.1% | 13.2% | 20.2% | ||
Cerebrovascular Accident | N/A | 10.8% | N/A | N/A | ||
Diabetes mellitus | N/A | N/A | 17.7% | N/A | ||
Gastrointestinal | 16.7% | 11.3% | 13.5% | 11.9% | ||
Pneumonia | 11.7% | 13.1% | 8.6% | 10.7% | ||
Hospital 8 | Cardiovascular | 17.4% | 16.5% | 12.2% | 21.9% | |
Congestive Heart Failure | 14.3% | 29.8% | 21.6% | 22.8% | ||
COPD | 23.3% | 17.4% | 21.3% | 20.8% | ||
Cerebrovascular Accident | 12.2% | N/A | N/A | N/A | ||
Diabetes mellitus | 12.7% | 18.1% | 12.5% | 23.4% | ||
Gastrointestinal | 14.0% | 14.6% | 17.1% | 15.8% | ||
Pneumonia | 11.2% | 10.8% | 9.7% | 16.9% | ||
Hospital 9 | Cardiovascular | N/A | N/A | N/A | N/A | |
Congestive Heart Failure | 0.0% | 41.7% | N/A | 0.0% | ||
COPD | N/A | 14.7% | N/A | 15.8% | ||
Cerebrovascular Accident | N/A | 0.0% | N/A | N/A | ||
Diabetes mellitus | N/A | 0.0% | N/A | N/A | ||
Gastrointestinal | 25.0% | N/A | 28.0% | 21.7% | ||
Pneumonia | 0.0% | N/A | N/A | 0.0% | ||
Hospital 10 | Cardiovascular | 15.6% | 19.1% | 18.9% | 13.7% | |
Congestive Heart Failure | 25.7% | 23.1% | 18.5% | 24.0% | ||
COPD | 21.8% | 14.0% | 16.8% | 16.0% | ||
Cerebrovascular Accident | 7.5% | 4.9% | 11.5% | 6.5% | ||
Diabetes mellitus | 14.3% | 22.2% | 21.2% | 18.1% | ||
Gastrointestinal | 13.0% | 15.3% | 11.3% | 11.5% | ||
Pneumonia | 16.9% | 14.2% | 15.2% | 15.3% | ||
Hospital 11 | Cardiovascular | 15.7% | 17.7% | 18.0% | 16.0% | |
Congestive Heart Failure | 36.1% | 20.7% | 30.3% | N/A | ||
COPD | 21.1% | 20.7% | 16.4% | 8.9% | ||
Cerebrovascular Accident | N/A | 0.0% | 0.0% | N/A | ||
Diabetes mellitus | N/A | N/A | 23.8% | N/A | ||
Gastrointestinal | 15.3% | 13.1% | 15.1% | 16.2% | ||
Pneumonia | N/A | 18.2% | 10.9% | N/A | ||
Hospital 12 | Cardiovascular | 16.4% | 18.5% | 20.0% | 20.4% | |
Congestive Heart Failure | 23.6% | 19.0% | 30.6% | 26.8% | ||
COPD | 15.1% | 18.2% | 10.0% | 16.1% | ||
Cerebrovascular Accident | N/A | N/A | N/A | N/A | ||
Diabetes mellitus | 0.0% | N/A | N/A | N/A | ||
Gastrointestinal | 14.1% | 21.2% | 17.8% | 17.3% | ||
Pneumonia | N/A | 17.2% | N/A | N/A | ||
Hospital 13 | Cardiovascular | 25.0% | N/A | 0.0% | N/A | |
Congestive Heart Failure | 17.2% | 34.5% | 17.9% | 22.2% | ||
COPD | 20.7% | 16.2% | 25.6% | 20.2% | ||
Cerebrovascular Accident | N/A | N/A | 0.0% | 0.0% | ||
Diabetes mellitus | 0.0% | N/A | N/A | N/A | ||
Gastrointestinal | 21.9% | 20.8% | 25.0% | 34.1% | ||
Pneumonia | 26.9% | 11.6% | 15.8% | N/A | ||
Sunshine General Hospital | Cardiovascular | 24.1% | 20.2% | 20.2% | 15.7% | |
Congestive Heart Failure | 14.6% | 14.0% | 20.4% | 28.9% | ||
COPD | 20.2% | 16.1% | 18.4% | 23.1% | ||
Cerebrovascular Accident | N/A | 0.0% | 0.0% | N/A | ||
Diabetes mellitus | N/A | N/A | N/A | N/A | ||
Gastrointestinal | 20.7% | 19.1% | 13.9% | 13.4% | ||
Pneumonia | N/A | N/A | 9.8% | 12.3% | ||
Hospital 15 | Cardiovascular | 21.1% | 17.7% | 14.0% | 17.3% | |
Congestive Heart Failure | 22.1% | 22.2% | 23.5% | 21.1% | ||
COPD | 18.0% | 17.3% | 19.4% | 20.2% | ||
Cerebrovascular Accident | 8.2% | 9.4% | 9.4% | 10.2% | ||
Diabetes mellitus | 15.3% | 16.8% | 17.2% | 14.7% | ||
Gastrointestinal | 16.4% | 18.9% | 16.8% | 18.7% | ||
Pneumonia | 16.6% | 11.7% | 17.7% | 14.7% | ||
Hospital 16 | Cardiovascular | 10.5% | 9.3% | 9.8% | 12.2% | |
Congestive Heart Failure | 22.5% | 14.6% | 17.0% | 24.6% | ||
COPD | N/A | N/A | N/A | N/A | ||
Cerebrovascular Accident | N/A | 0.0% | N/A | |||
Diabetes mellitus | N/A | N/A | ||||
Gastrointestinal | N/A | N/A | N/A | N/A | ||
Pneumonia | 0.0% | N/A | N/A | N/A | ||
Hospital 17 | Cardiovascular | 12.0% | 13.8% | 8.6% | 19.4% | |
Congestive Heart Failure | 21.4% | 23.5% | 24.3% | 27.8% | ||
COPD | 13.8% | 19.5% | 16.3% | 13.8% | ||
Cerebrovascular Accident | N/A | 8.5% | N/A | N/A | ||
Diabetes mellitus | 47.1% | 30.0% | 32.4% | 19.3% | ||
Gastrointestinal | 14.5% | 17.5% | 18.8% | 15.2% | ||
Pneumonia | 9.0% | 8.4% | 13.5% | 9.1% |
Facility Name | Hospital Type | 2020 Calendar Year | |||||
Index Cases | # Readmitted To Any Hospital | # Expected Readmissions to Any Hospital (Evidence Based Target) | Ratio - Readmission To Any Hospital | Ratio - Expected Readmissions to Any Hospital (Evidence Based Target) | |||
Hospital 1 | Small | 104 | 12 | 15.31 | 11.5% | 14.7% | |
Hospital 2 | Small | 375 | 71 | 57.68 | 18.9% | 15.4% | |
Hospital 3 | Small | 193 | 29 | 29.05 | 15.0% | 15.1% | |
Hospital 4 | Small | 96 | 10 | 12.92 | 10.4% | 13.5% | |
Hospital 5 | Small | 208 | 38 | 29.41 | 18.3% | 14.1% | |
Hospital 6 | Specialty Chld | 571 | 43 | 59.41 | 7.5% | 10.4% | |
Hospital 7 | Large Community | 1,096 | 167 | 164.41 | 15.2% | 15.0% | |
Hospital 8 | Large Community | 1,080 | 198 | 155.37 | 18.3% | 14.4% | |
Hospital 9 | Small | 115 | 17 | 18.61 | 14.8% | 16.2% | |
Hospital 10 | Large Community | 1,666 | 240 | 242.43 | 14.4% | 14.6% | |
Hospital 11 | Large Community | 329 | 43 | 50.95 | 13.1% | 15.5% | |
Hospital 12 | Large Community | 386 | 61 | 57.68 | 15.8% | 14.9% | |
Hospital 13 | Small | 222 | 42 | 36.16 | 18.9% | 16.3% | |
Sunshine General Hospital | Large Community | 462 | 79 | 69.11 | 17.1% | 15.0% | |
Hospital 15 | Teaching | 3,962 | 698 | 609.63 | 17.6% | 15.4% | |
Hospital 16 | Teaching | 435 | 68 | 59.30 | 15.6% | 13.6% | |
Hospital 17 | Large Community | 1,245 | 193 | 185.63 | 15.5% | 14.9% |
Facility Name | Hospital Type | FY2019/20 | FY2020/21 | |||||||||||||
Q1 | Q2 | Q3 | Q4 | Q1 | ||||||||||||
# Readmissions | # Index Cases | % | # Readmissions | # Index Cases | % | # Readmissions | # Index Cases | % | # Readmissions | # Index Cases | % | # Readmissions | # Index Cases | % | ||
Hospital 1 | Small | <5 | 26 | N/A | <5 | 17 | N/A | <5 | 21 | N/A | <5 | 18 | N/A | <5 | 34 | N/A |
Hospital 2 | Small | 19 | 100 | 19.0% | 12 | 74 | 16.2% | 20 | 113 | 17.7% | 17 | 102 | 16.7% | 17 | 92 | 18.5% |
Hospital 3 | Small | 5 | 45 | 11.1% | <5 | 33 | N/A | 7 | 56 | 12.5% | 7 | 52 | 13.5% | 5 | 46 | 10.9% |
Hospital 4 | Small | <5 | 24 | N/A | <5 | 21 | N/A | 5 | 29 | 17.2% | 7 | 32 | 21.9% | 7 | 27 | 25.9% |
Hospital 5 | Small | 11 | 53 | 20.8% | 8 | 39 | 20.5% | 9 | 61 | 14.8% | 16 | 66 | 24.2% | 9 | 50 | 18.0% |
Hospital 6 | Specialty Chld | 12 | 137 | 8.8% | 11 | 132 | 8.3% | 6 | 153 | 3.9% | 14 | 160 | 8.8% | 8 | 141 | 5.7% |
Hospital 7 | Large Community | 52 | 298 | 17.4% | 48 | 249 | 19.3% | 39 | 283 | 13.8% | 49 | 283 | 17.3% | 41 | 303 | 13.5% |
Hospital 8 | Large Community | 62 | 291 | 21.3% | 49 | 248 | 19.8% | 43 | 238 | 18.1% | 45 | 272 | 16.5% | 61 | 288 | 21.2% |
Hospital 9 | Small | <5 | 22 | N/A | <5 | 36 | N/A | 5 | 32 | 15.6% | <5 | 14 | N/A | <5 | 31 | N/A |
Hospital 10 | Large Community | 69 | 463 | 14.9% | 60 | 373 | 16.1% | 56 | 423 | 13.2% | 59 | 459 | 12.9% | 69 | 440 | 15.7% |
Hospital 11 | Large Community | 6 | 80 | 7.5% | 6 | 64 | 9.4% | 13 | 92 | 14.1% | 10 | 98 | 10.2% | 10 | 96 | 10.4% |
Hospital 12 | Large Community | 17 | 91 | 18.7% | 13 | 96 | 13.5% | 11 | 96 | 11.5% | 18 | 107 | 16.8% | 13 | 109 | 11.9% |
Hospital 13 | Small | 12 | 50 | 24.0% | 11 | 46 | 23.9% | 7 | 65 | 10.8% | 7 | 63 | 11.1% | 6 | 47 | 12.8% |
Sunshine General Hospital | Large Community | 15 | 123 | 12.2% | 23 | 119 | 19.3% | 26 | 111 | 23.4% | 17 | 96 | 17.7% | 8 | 92 | 8.7% |
Hospital 15 | Teaching | 165 | 1016 | 16.2% | 190 | 980 | 19.4% | 182 | 1026 | 17.7% | 168 | 994 | 16.9% | 195 | 1067 | 18.3% |
Hospital 16 | Teaching | 22 | 118 | 18.6% | 11 | 87 | 12.6% | 13 | 103 | 12.6% | 9 | 95 | 9.5% | 16 | 110 | 14.5% |
Hospital 17 | Large Community | 53 | 336 | 15.8% | 46 | 277 | 16.6% | 42 | 292 | 14.4% | 34 | 294 | 11.6% | 57 | 310 | 18.4% |
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