Assignment: Apply Statistical Tests

April 5, 2022
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Assignment: Apply Statistical Tests

Assignment: Apply Statistical Tests

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As a current or future health care administration leader, how will you decide which statistical test is most appropriate for the goal of monitoring, tracking, or overseeing operations in your health services organization?

Each statistical test is dependent on a given set of research parameters and expectations. As you have examined throughout this course, understanding why and when to use each statistical test is necessary in conducting the tests for process control and comparison. Thus, chi-square tests are useful for table data, ANOVA for a single quantitative dependent variable and categorical independent variables, and ANOM for analysis of mean differences. Regression modeling is useful for determining the influence of independent variables on a quantitative dependent variable.

For this Assignment, review the resources for this week regarding chi-square, ANOVA, ANOM, and regression. Pay particular attention to the examples shown in the textbook.

The Assignment: (4– pages)

  • Using SPSS and Microsoft Word, complete problems 1 through 10 on pages 367–370 in the Ross textbook. Show all work. Submit both your SPSS and Word files for grading.

Book to use

https://ereader.chegg.com/#/books/9781118603642/cfi/362!/4/4@0.00:0.00

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What is the purpose of statistical test?

 

test statistic is number that describes how much the relationship between variables in your test differs from the null hypothesis of no association.

 

The p-value is then calculated (probability value). 
If the null hypothesis of no link were true, the p-value estimates how probable it is that you would see the difference specified by the test statistic.

 

You can infer statistically significant association between the predictor and outcome variables if the test statistic’s value is more extreme than the null hypothesis’s statistic.

 

If the test statistic’s value is less extreme than the null hypothesis’s, you can conclude that there is no statistically significant association between the predictor and outcome variables.

 

When should you use statistical test?

 

Statistical tests can be performed on data that has been obtained in statistically valid manner, such as through an experiment or observations made using probability sampling methods.

 

Your sample size must be large enough to approximate the true distribution of the population being investigated for statistical test to be valid.

 

To figure out the statistical test to use, you’ll need to know the following:

 

whether your data is consistent with particular assumptions

 

the several types of variables you’re dealing with

 

Statistical hypotheses

 

Statistical tests make few assumptions about the data they’re looking at:

 

No autocorrelation (observation independence): The observations/variables you consider in your test are unrelated (for example, multiple measurements of single test subject are not independent, while measurements of multiple different test subjects are independent).

 

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Posted in nursing by Clarissa