Question

In: Statistics and Probability

Introduction: As a healthcare professional, you will work to improve and maintain the health of individuals,...

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

Solutions

Expert Solution

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


Related Solutions

Imagine your future work as a health care professional. Where ever you work, you will certainly...
Imagine your future work as a health care professional. Where ever you work, you will certainly meet clients and patients who have need for change in lifestyle and health behaviour. Now, your task is to plan a group education session, which is based on the transtheoretical model of change and group education principles. Choose the patient group (e.g. overweight, alcohol, smoking); give reasons for your choice. What kind of patients you will take into the group (e.g. male/female, age, others);...
How can you as a healthcare professional influence health policymaking in the United States? Please share...
How can you as a healthcare professional influence health policymaking in the United States? Please share as much of your personal experience, expectations, and professional goals as you feel comfortable in answering this question. How do you imagine you can influence health policy?
In Terms of Healthcare Infromatics: Within your Health organization (or if you would to work in...
In Terms of Healthcare Infromatics: Within your Health organization (or if you would to work in one) with regards to PKI and HIPAA, what steps, procedures, methods and security measure do you and your organization take/use when handling Patient Health records or Protected Health information within your use of Information System resources and technology/tools/Software applications (ex. Email or EMR)/devices (ex. laptops, printers, smart phones) at work? Explain in details how you and your organization handle sensitive information. Include examples of...
What are some ways that privilege is perpetuated in health? How does healthcare maintain the status...
What are some ways that privilege is perpetuated in health? How does healthcare maintain the status quo of privilege? Can you think of ways to begin addressing this status quo?
"Opening up" is thought to improve individuals' mood following a tragic incident. A health psychologist decided...
"Opening up" is thought to improve individuals' mood following a tragic incident. A health psychologist decided to confirm this theory on PTSD patients. The psychologist collected a sample of 19 PTSD patients and asked them to talk about their PTSD related issues ("open up") with their family. The psychologist assessed the patients' level of happiness afterwards and obtained a mean of 106.23 with a variance of 16.08. The average happiness of PTSD individuals is known to be 111. What can...
Introduction: With the rapid transformation of the U.S. healthcare industry, today’s HIM (including health care managers)...
Introduction: With the rapid transformation of the U.S. healthcare industry, today’s HIM (including health care managers) professional requires an advanced level of skill sets and training. This includes the basic ability to conduct health care research and analysis raw data in order to derive meaningful information. Conduct a descriptive research study on the assigned topic “Barriers to Accepting Health Information Technologies”. Step One: Deliverables: Submit one (1) single document at the conclusion of Week Three no later than Sunday, by...
Discuss two strategies in which health information technology could be utilized to improve healthcare quality that...
Discuss two strategies in which health information technology could be utilized to improve healthcare quality that could result in improved patient safety. (Example: E-prescribing, Pay For Performance, etc.). What have you observed in professional practice and/or does the literature state regarding these strategies?
How difficult is it to develop and maintain healthcare databases?
How difficult is it to develop and maintain healthcare databases?
how you can you apply public health to improve your health, the health of those around...
how you can you apply public health to improve your health, the health of those around you, and the health of the public.
You are tasked to develop a professionalism/career IN HEALTHCARE ADMINISTRATION Who are you as a professional...
You are tasked to develop a professionalism/career IN HEALTHCARE ADMINISTRATION Who are you as a professional - what kind of impact do you want to make in the healthcare industry and why? What do you think the biggest issue facing healthcare today and how would you address it? Formulate a long term and short term career goal. List out steps you intend on taking to get there. List and define 5 departments in a hospital you could potentially work for...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT