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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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