Descriptive Statistics and Data Visualizations

 

Introduction
Descriptive statistics play an important role in analyzing data. It numerically summarizes key characteristics of variables. Measures of central tendency (mean, median, and mode) and dispersion (variance, standard deviation, and range) characterize the probability distribution. A histogram visualizes the distribution of numerical data, indicating the number of data points that lie within a range of values. For this assignment, you will perform descriptive statistics and create a histogram for selected variables in a dataset.

Preparation
Download Assignment 1 Dataset.

The dataset contains the following variables:

Utilization (average number of patient days per month).
Satisfaction (patient satisfaction scores percentile rank).
Readmissions (readmission rate per month).
Instructions
Nursing home administration has the objectives of higher utilization, higher patient satisfaction, and lower readmissions, and they need to make a decision on whether to retain the department manager based on average performance over the past 70 months.

For this assignment, create a descriptive statistics table and histogram based on the Assignment 1 Dataset. Write a narrative summary in a Word document and insert the table and histogram graphic into this document. See the “Copy From Excel to Another Office Program” resource for instructions. Submit both the Word document and the Excel file that shows the descriptive statistics output.

Grading Criteria
The numbered assignment instructions outlined below correspond to the grading criteria in the Descriptive Statistics and Data Visualizations Scoring Guide, so be sure to address each point. You may also want to review the performance-level descriptions for each criterion to see how your work will be assessed.

Perform the appropriate descriptive statistics for selected variables in a dataset.
Report descriptive statistics table with measures of central tendency and dispersion.
Create a histogram that visually depicts the distribution of selected variables in a dataset.
Interpret statistical results of a data analysis.
Write a narrative summary of the practical, administration-related implications of the descriptive statistics.
Write a separate summary for the histogram.

Sample Solution

ct the third premise it would mean to reject the presence of evil. The argument from evil describes evil to have two kinds; natural and human-controlled . Natural evil governs the suffering inflicted upon mankind by natural disasters like earthquakes, volcanic eruptions and tsunamis etc. Human controlled evil refers to the suffering and misery inflicted by humans on humans. For example, the torture the Jews were subjected to by the Nazi Regime in the second world war or the miseries inflicted upon the poor by raising taxes and inflation. Rejecting the third premise is only possible if one turned a blind eye to all the suffering in the world. Suffering is not something perceived by the eyes, it is perceived by the heart and to ignore it would mean being heartless. It’s possible to reject the third premise if we viewed the world as neutral and indifferent to morality . If the world were devoid of emotion and feelings, only then could one deny the existence of evil. But evil is not an abstract entity. The sufferings of humans are concrete evidence to the existence of evil which makes it inhumane to reject the third premise.

C. Rejecting the Second Premise

Rejecting the second premise is therefore the only plausible way to reinforce the theistic beliefs that assert the existence of God as an all- PKG. Rejecting the second premise seeks a way to explain the co-existence of God and evil. There are two notable ways that explain this co-existence; Theodicy and Defense. Theodicy refers to explaining why an all-PKG God will allow evil to thrive. Defense is the notion of accepting that there’s no reason good enough to explain how or why the second premise can be true . To understand better, let’s consider the extinction of dinosaurs as an example. One could raise the question that if dinosaurs were created by God to inhabit the earth, then why did they go extinct? Theodicy would seek to answer this question by stating the motives God must have had for making dinosaurs go extinct. On the other hand, Defense would answer this question by asserting that there was no good reason for God to have prevented the extinction of dinosaurs. Most religions including Christianity employ theodicy and try to explain God’s motives for letting evil thrive.

III. Soul Building Evil

One of the leading concepts in theodicy is of soul building evil . This concept asserts that some evils are capable of soul building and refers to the strengthening of character by suffering adversities and hardships. It is offered as a plausible explanation by theodicy for God allowing evil to thrive. It is indeed a fact that hardships strengthen ones character and make one a better and stronger person. Suffering might make a person stronger, but it can also destroy a person. The torture that the Jews were subjected to, in the second world war, didn’t strengthen them as much as it destroyed them. It inflicted irreversible damage. The brutal tortures people are still being subjected to in different parts of the world every day are not making them any stronger but are destroying them. And even if such brutal tortures did reform or strengthen people, it is not worth it. A strength that requires going through inhumane ordeals is not worth acquir

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