Question

In: Statistics and Probability

Healthcare administration leaders are asked to make evidence-based decisions on a daily basis. Sometimes, these decisions...

Healthcare administration leaders are asked to make evidence-based decisions on a daily basis. Sometimes, these decisions involve high levels of uncertainty, as you have examined previously. Other times, there are data upon which evidence-based analysis might be conducted. This week, you will be asked to think of scenarios where building and interpreting confidence intervals (CIs) would be useful for healthcare administration leaders to conduct a two-sided hypothesis test using fictitious data. For example, Ralph is a healthcare administration leader who is interested in evaluating whether the mean patient satisfaction scores for his hospital are significantly different from 87 at the .05 level. He gathers a sample of 100 observations and finds that the sample mean is 83 and the standard deviation is 5. Using a t-distribution, he generates a two-sided confidence interval (CI) of 83 +/- 1.984217 *5/sqrt(100). The 95% CI is then (82.007, 83.992). If repeated intervals were conducted identically, 95% should contain the population mean. The two-sided hypothesis test can be formulated and tested just with this interval. Ho: Mu = 87, Ha: Mu<>87. Alpha = .05. If he assumes normality and that population standard deviation is unknown, he selects the t-distribution. After constructing a 95% CI, he notes that 87 is not in the interval, so he can reject the null hypothesis that the mean satisfaction rates are 87. In fact, he has an evidence-based analysis to suggest that the mean satisfaction rates are not equal to (less than) 87.

Consider how a CI might be used to support hypothesis testing in a healthcare scenario. Post a description of a healthcare scenario where a CI might be used, and then complete a fictitious two-sided hypothesis test using a CI and fictitious data.

Solutions

Expert Solution

ANSWER:

Healthcare administration leaders are asked to make evidence-based decisions :

Required information is given by ,

mu = 87 ,

n=100

x bar =83 , standard deviation = 5.

alpha=0.05 .

Calculated:

Consider how a CI might be used to support hypothesis testing in a healthcare scenario :

We have to obtained the CI might be used to support hypothesis testing in a healthcare scenario is ,

Here,

A confidence interval  is a scope of qualities that is probably going to contain an unknown population parameters..we use confidence intervals to bound the mean or standard deviation,but it can likewise get them for regression coefficients, proportions,rates of occurence and for the contrast between population..but there are normal misguided judgment between P value and confidence interval (CI).. Theory test helps find out examining mistakes between an example and the whole populace.. Theory testing significant method in social insurance statistics..it assesses two mutually statement about a populace to figure out which proclamation is best upheld by the sample data.

In this solution two-sided hypothesis test obtained and tested just with this interval..He selects t- distribution if he can n't assume standard deviation..here confidence interval (CI) used him to constructing a 95% confidence interval ,he notes 87 is n't in the interval,so he rejected null hypothesis..he got a evidence--based analysis..so as I said before confidence interval useful to support hypothesis testing in health care to find the population parameters, patient satisfaction scores etc.

Therefore ,

We rejected null hypothesis (H_0).


Related Solutions

Rationing Issues in Healthcare The concept of rationing healthcare is dealt with on a daily basis....
Rationing Issues in Healthcare The concept of rationing healthcare is dealt with on a daily basis. Healthcare rationing in the United States exists in various forms. Access to private health insurance is rationed based on price and ability to pay. Those not able to afford a health insurance policy are unable to acquire one, and sometimes, insurance companies prescreen applicants for pre-existing medical conditions and either decline to cover the applicant or apply additional price and medical coverage conditions. Access...
As you have examined this week, healthcare administration leaders are expected to exercise decision making under...
As you have examined this week, healthcare administration leaders are expected to exercise decision making under conditions of uncertainty. Perhaps more so than any other business, healthcare administration leaders face multiple challenges since ineffective business practices might not result in poor performance with their bottom lines and, if not, it might negatively impact patient safety. Understanding how to appropriately exercise decision making under conditions of uncertainty is a useful skill for effective healthcare administration practice.
Emergency managers are sometimes forced to make ethical and moral decisions in the aftermath of a...
Emergency managers are sometimes forced to make ethical and moral decisions in the aftermath of a disastrous event. Imagine that you are an emergency manager, and your team is running short on medical supplies. How would you personally decide which disaster victims would receive access to these medical supplies? What would you do if victims began accusing you of racism or bias against certain religions as a result of your decision?
Who makes healthcare decisions for minors? When can minors make their own healthcare decisions? (Limit: 1...
Who makes healthcare decisions for minors? When can minors make their own healthcare decisions? (Limit: 1 page)
Our decisions are affected by what WE value. Sometimes people make different decisions because they value...
Our decisions are affected by what WE value. Sometimes people make different decisions because they value different things. This activity will ask you to reflect on your values and how you spend your time. Then, you will be asked to reflect on whether you are spending your time according to your values. Lastly, you'll be asked to write a brief story about a time you exhibited one of the traits you most value. Complete this assignment directly in the document...
As healthcare leaders, we often must deal with hard financial realities. Sometimes those served by organizations...
As healthcare leaders, we often must deal with hard financial realities. Sometimes those served by organizations are unable to pay, and this leads to decisions about whether to recoup payments and, often, whether to continue to provide services. Over time, an organization’s financial survival may be on the line. When the services provided are ones often fraught with controversy, as with addictions, the decisions can be harder. What are your thoughts on how to resolve the often-competing goals of providers,...
As healthcare leaders, we often must deal with hard financial realities. Sometimes those served by organizations...
As healthcare leaders, we often must deal with hard financial realities. Sometimes those served by organizations are unable to pay, and this leads to decisions about whether to recoup payments and, often, whether to continue to provide services. Over time, an organization’s financial survival may be on the line. When the services provided are ones often fraught with controversy, as with addictions, the decisions can be harder. What are your thoughts on how to resolve the often-competing goals of providers,...
How does healthcare administration leaders might address physician concerns when engaged in a merger or acquisition...
How does healthcare administration leaders might address physician concerns when engaged in a merger or acquisition for health services organizations. Then, describe a strategy that you, as a current or future healthcare administration leader, might use to affect executive thinking for promoting a health services organization forward when challenged by physician leadership.
The Institute of Healthcare Improvement has developed evidence-based bundles for healthcare providers to implement in effort...
The Institute of Healthcare Improvement has developed evidence-based bundles for healthcare providers to implement in effort to prevent catheter acquired urinary tract infections (CAUTI’s). discuss consequences of urinary tract infections and recommendations for prevention and management of CAUTI’s.
Find an evidence-based article on the importance of verifying the 6 rights of medication administration. Read...
Find an evidence-based article on the importance of verifying the 6 rights of medication administration. Read the article in its entirety and write a 1 to 2 paragraph reflection on why verifying the rights of medication administration is a necessary safety measures for nurses in real practice.
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT