In: Statistics and Probability
Introduction:
As a healthcare professional, you will work to improve and maintain the health of individuals, families, and communities in various settings. Basic statistical analysis can be used to gain an understanding of current problems. Understanding the current situation is the first step in discovering where an opportunity for improvement exists. This course project will assist you in applying basic statistical principles to a fictional scenario in order to impact the health and wellbeing of the clients being served.
This assignment will be completed in phases throughout the quarter. As you gain additional knowledge through the didactic portion of this course, you will be able to apply your new knowledge to this project. You will receive formative feedback from your instructor on each submission. The final project will be due on week 10.
Scenario:
You are currently working at NCLEX Memorial Hospital in the Infectious Diseases Unit. Over the past few days, you have noticed an increase in patients admitted with a particular infectious disease. You believe that the ages of these patients play a critical role in the method used to treat the patients. You decide to speak to your manager and together you work to use statistical analysis to look more closely at the ages of these patients. You do some research and put together a spreadsheet of the data that contains the following information:
Client number
Infection Disease Status
Age of the patient
You need the preliminary findings immediately so that you can start treating these patients. So let’s get to work!!!!
Background information on the Data:
The data set consists of 60 patients that have the infectious disease with ages ranging from 35 years of age to 76 years of age for NCLEX Memorial Hospital. Remember this assignment will be completed over the duration of the course.
Patient # | Infectious Disease | Age |
1 | Yes | 69 |
2 | Yes | 35 |
3 | Yes | 60 |
4 | Yes | 55 |
5 | Yes | 49 |
6 | Yes | 60 |
7 | Yes | 72 |
8 | Yes | 70 |
9 | Yes | 70 |
10 | Yes | 73 |
11 | Yes | 68 |
12 | Yes | 72 |
13 | Yes | 74 |
14 | Yes | 69 |
15 | Yes | 46 |
16 | Yes | 48 |
17 | Yes | 70 |
18 | Yes | 55 |
19 | Yes | 49 |
20 | Yes | 60 |
21 | Yes | 72 |
22 | Yes | 70 |
23 | Yes | 76 |
24 | Yes | 56 |
25 | Yes | 59 |
26 | Yes | 64 |
27 | Yes | 71 |
28 | Yes | 69 |
29 | Yes | 55 |
30 | Yes | 61 |
31 | Yes | 70 |
32 | Yes | 55 |
33 | Yes | 45 |
34 | Yes | 69 |
35 | Yes | 54 |
36 | Yes | 48 |
37 | Yes | 60 |
38 | Yes | 61 |
39 | Yes | 50 |
40 | Yes | 59 |
41 | Yes | 60 |
42 | Yes | 62 |
43 | Yes | 63 |
44 | Yes | 53 |
45 | Yes | 64 |
46 | Yes | 50 |
47 | Yes | 69 |
48 | Yes | 52 |
49 | Yes | 68 |
50 | Yes | 70 |
51 | Yes | 69 |
52 | Yes | 59 |
53 | Yes | 58 |
54 | Yes | 69 |
55 | Yes | 65 |
56 | Yes | 61 |
57 | Yes | 59 |
58 | Yes | 71 |
59 | Yes | 71 |
60 | Yes | 68 |
Perform the hypothesis test
Claim: The average age of all patients admitted to the hospital with infectious diseases is less than 65 years of age. Test the claim using alpha=0.05 and assume you data is normally distributed and sigma is unknown.
Document the following steps.
1. Write the null and alternative hypothesis symbolically and identify which hypothesis is the claim.
2. Is the test two-tailed, or right-tailed? Explain
3. Which test statistic will you use for your hypothesis test; z-test or t-test? Explain.
4. What is the value of the test statistic? Show your calculation
5. What is the P-value? Explain how you determined it.
6. What is the critical value? Explain how you calulated it.
7. What is your decision? Reject the null or do not reject the null? Explain why you made your decision including the results for your p-value and the critical value.
8. State the final conclusion in non-technical terms.
Please show your work for the construction of the test-statistic and explain your process for finding the p-value and critical value. You may use the Equation Editor to format your calculation steps on the Word document or attach an Excel spreadsheet clearly showing each calculation for #B4 and #B5, but your answers still need to appear on the Word document. Also, be sure to number each response in your paper using the same numbers as above
Q 1)
Null Hypothesis
ALternative Hypothesis
Q 2) This is right tailed test, because the sample outcome is hypothesized to the right tail of the distribution.
Q 3) Here we use t -test because the population standard deviation is unknown.
Q 4)
Mean
Standard deviation
The test statistic is