leadership is needed. They intend to ascertain this through an examination of their own primary targets, which include hospital utilization scores, client satisfaction ratings, and readmission levels. This assessment would then interpret the statistical findings of the information gathering. The findings will be visually displayed through datasets as well as histograms for each of the respective standards. Using these details, the organization group could indeed make an educated choice about keeping the current manager.

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Descriptive Statistics and Data Visualizations

The management of a care home is evaluating data gathered over a 70-month time frame to decide whether a transition in leadership is needed. They intend to ascertain this through an examination of their own primary targets, which include hospital utilization scores, client satisfaction ratings, and readmission levels. This assessment would then interpret the statistical findings of the information gathering. The findings will be visually displayed through datasets as well as histograms for each of the respective standards. Using these details, the organization group could indeed make an educated choice about keeping the current manager.

Data and Statistics

3 descriptive statistics columns for utilization, satisfaction, as well as readmission frequency over the previous 70 months had been designed to allow care home management to accurately determine efficiency. The main objective of this analysis is to get the maximum information out of obtained raw data and utilize it to increase the effectiveness of information. Histograms were also formulated to visualize the whole data so that a better picture can be obtained for the performance of management. In a histogram, frequency and data intervals are on y and x axis respectively. Each histogram is giving insight on each of the three benchmarks i.e., utilization, readmissions and satisfaction rates.

Medical Case Study

Descriptive Statistical Analysis and Histogram of Utilization Rates

Care homes throughout the US have shifted from being mainly long-term entities to serving a large number of brief occupants for patients (Applebaum et al., 2020). The current goal is to reduce utilization frequency, that also would then boost funding levels. The main objective is to reduce utilization rate and increase the rate of financial reimbursement. According to the data analysis, average LOS per month over the last 70 months is 69.8219826 or approximate 70 days. The average LOS in US is 5-6 months (150-180 days) (Statista Research Department, 2022). 

Minimum LOS in the care home was 22 days approximately while highest LOS was 118 days approximate.  The range of LOS is 96.04 days which is showing a huge variation for LOS per patient. The reduction in LOS has significant ramifications for care home practice as well as performance control (Applebaum et al., 2020). Histogram is showing a positive skew, supports the implication of rising utilization rates. While pledging, management must anticipate utilization to decline as joblessness and teleworking have significantly increased in many regions.

Utilization

 

 

 

Mean

69.8

Standard Error

2.6

Median

67.8

Mode

#N/A

Standard Deviation

21.6

Sample Variance

468.3

Kurtosis

-0.4

Skewness

0.2

Range

96.0

Minimum

21.4

Maximum

117.4

Sum

4887.5

Count

70.0

Bin

Frequency

Cumulative %

Bin

Frequency

Cumulative %

21.39799

1

1.43%

69.42238

17

24.29%

33.40409


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