2 Dec 2022

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The 100 Best Teaching Hospitals in America

Format: APA

Academic level: High School

Paper type: Assignment

Words: 369

Pages: 1

Downloads: 0

Question One: 

There are 936 teaching hospitals and 2094 non-teaching hospitals. The central assumption is that value “1” in the teaching_hopsital column is used for teaching hospitals, while value “0” is used for non-teaching hospitals. 

Question Two: 

T-test is kind of inferential statistic that can be used to determine if there is a substantial difference between two group s’ means (Reid, 2013). For this exercise, it is used to determine whether there is a substantial difference between the two types hospitals. The t-test outcomes show that there is a significant difference between teaching hospitals and non-teaching hospitals for most of the variables. 

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Question Three: 

The two type of hospitals have different net-benefits. Teaching hospitals have a net benefit of 2.30E+10 (23,000,000,000) while non-teaching hospitals have a net benefit of 1.81E+10 (18,100,000,000). This is an indication that teaching hospitals had better net benefits than non-teaching hospitals. 

t-test 

  Teaching  Non-teaching 
936  2094 
Mean  2.45E+07  8.64E+06 
Standard Deviation  5.22E+07  3.06E+07 
Numerator 

15860000 

Denominator 

1832571.191 

Variance 1 /n1 

2.91115E+12 

Variance 2 /n2 

4.47163E+11 

Sum 

3.35832E+12 

Square root 

1832571.191 

   

8.654506891 

The t-test indicates that there is a substantial difference between teaching and non-teaching hospitals. This is an indication that there is greater evidence against the null hypothesis. 

Question Four: 

Figure 1 : Hospitals-cost box plot 

Figure 2 : Hospitals-revenues box plot 

Based on the box plots, teaching hospitals have higher cost and revenue than non-teaching hospitals. Besides, cost and revenue box plots look similar. 

Question Five

Overall, findings show that teaching hospitals have better performance than non-teaching hospitals. This is because they have better investment and more resources. On average, teaching hospitals have more interns and more employees. This leads to more expenses, but also it translates to more revenues. Based on the t-test results, there was a significant difference between the two types of hospitals. The p-value for hospital net benefit is less than 0.05, meaning at a 95% confidence interval, the null hypothesis is rejected. This is an indication that there is a significant difference between teaching and non-teaching hospitals’ performance. The findings in this exercise can be used to support managerial decision making. They can be used to determine areas that teaching hospitals have been focusing on and areas that non-teaching hospitals have failed. That way, it is possible to make informed decisions that will help to improve hospital performance (Anderson, Sweeney, & Williams, 2010). 

Descriptive statistics 

Hospital Characteristics  Teaching  Non-Teaching  p-value 
Mean  St. Dev  Mean  St. Dev 
1. Hospital beds    936    549.03    604.74    2094    299.68    536.64    6.26E-27 
2. Number of paid Employee    929    2,457.05    2548.75    2080    869.81    1000.41    1.91E-71 
3. Number of non-paid Employees    30    57.09    30.48    30    27.66    32.80    6.6E-4 
4. Interns and Residents    617    124.90    162.81    308    41.53    53.25    6.93E-29 
5. System Membership    936    0.67    0.47    2094    0.58    0.49    1.61E-06 
6. Total hospital cost    936    3.93E+08    1.30E+10    2094    1.37E+08    7.77E+09    0.57 
7. Total hospital revenues    936    4.17E+08    1.40E+10    2094    1.45E+08    8.42E+09    0.58 
8. Hospital net benefit    936    2.45E+07    5.22E+07    2094    8.64E+06    3.06E+07    7.90E-18 
9. Available Medicare days    929    28825.60    24311.48    2086    11626.08    13968.37    1.09E-84 
10. Available Medicaid days    929    10372.87    13077.35    2056    3057.12    5501.95    5.45E-58 
11. Total Hospital Discharge    929    16649.57    13582.91    2088    6345.48    7649.33    1.07E-96 
12. Medicare discharge    929    5571.57    4256.33    2086    2455.25    2790.81    4.21E-87 
13. Medicaid discharge    929    2011.15    2307.38    2050    723.58    1219.18    1.69E-55 

References 

Anderson, D. R., Sweeney, D. J., & Williams, T. A. (2010).  Fundamentals of Business Statistics . Boston, MA: Cengage Learning. 

Reid, H. M. (2013).  Introduction to Statistics: Fundamental Concepts and Procedures of Data Analysis . Thousand Oaks, CA: SAGE Publications. 

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StudyBounty. (2023, September 15). The 100 Best Teaching Hospitals in America.
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