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· De Muth, J. E. (2008). Preparing for the first meeting with a statistician. American Journal of Health-System Pharmacy, 65(24), 2358-2366.

· Geher, G., & Hall, S. (2014). Straightforward statistics: Understanding the tools of research. New York, NY: Oxford University Press.

[u06d1] Unit 6 Discussion 1
SPSS Practice: Correlation Testing
To best prepare for the assignment in this unit, you must become familiar with some basic statistical skills related to correlation testing. Although there are several tests that you could choose from, such as Pearson, Spearman, Kendall, and Biserial, you will only need to understand the basic differences for two slightly different correlation tests: Pearson correlation and Spearman correlation.

Before performing any inferential statistical analysis, it is common for a researcher to look for relationships among the various variables for which data has been collected.

For example, in our scenario, we want to find out if a change to a vegetarian diet from a typical American omnivorous diet will have an effect on emotional well-being. Before we come to that part of the analysis, however, it is a good idea to see if there are other factors that might influence the study results. It is entirely possible that there may be some hidden influence on the outcome that is related to age or BMI. We will explore just one statistical detective method that can be used to address this issue.

Instructions

For this discussion, refer to the helpful links in Resources and use the Alaska study’s Emotional Well-Being Corrected data set to perform the following analyses for only three variables that have interval/ratio data: Age, BMI and Baseline SF-36 Scores:

Pearson Correlation

· Assess the selected variables for outliers and normal distribution and report which type of statistical correlation testing would be the most appropriate.

· Create a scatterplot for each selected combination of the above variables to identity the graphic nature of the relationship.

· Perform a Pearson Correlation test on the following, regardless of whether the data distribution looks normal: relationship between Age and BMI, then relationship between BMI and Baseline SF-36 scores.

· Report the results as the magnitude of the relationship (correlation coefficient) and direction of the relationship (positive or negative).

Spearman Correlation

· Perform a Spearman Correlation test regardless of whether the data distribution looks normal for the same two-variable combinations.

· Report the results.

Comparison

· Explain the differences between the Pearson Correlation and the Spearman Correlation, including when to use each test, advantages, and disadvantages of each.

· Describe one or two of the challenges you found while performing these exercises and how you resolved the issues. Where appropriate, provide the address of any website that helped you.

Remember to refer to the guidelines in the FEM as you prepare your post.

Response Guidelines

Read and respond to the posts of your peers according to the guidelines in the FEM.

Address one of more of the following in your response:

· How do the challenges and resolutions of your peers compare to yours?

· How did the comparison between the Pearson Correlation and the Spearman Correlation of your peers compare to yours?

Learning Components

This activity will help you achieve the following learning components:

· Prepare data for analysis.

· Identify the chi-square test of independence.

· Perform a chi-square test of independence.

· Interpret the overall clinical meaning and limitations of the relationship of two variables, based on a correlation analysis and literature regarding age and stress.

· Write about statistical concepts clearly, accurately, and professionally.

Resources

· Discussion Participation Scoring Guide.

· Emotional Well-Being (SF-36) Study Data Set [XLSX].

· Pearson's Product-Moment Correlation Using SPSS Statistics.

· Spearman's Rank-Order Correlation Using SPSS Statistics.

· Scatterplots and Line-Fitting [Video] | Transcript.

· How to Choose a Statistical Test [PPTX].

· Variables, Hypotheses, and Types of Errors.

· Toggle Drawer

[u06d2] Unit 6 Discussion 2
Critiquing Public Health Literature Reporting: Quantitative Data
In preparation for your doctoral capstone project, you will need to develop advanced health numeracy (statistical knowledge, SPSS) and critical thinking in literacy. This discussion isan opportunity to collaborate with your peers in a critical analysis of a public health study.

Although it may require rereading the article a few times, you will find almost all the critical pieces of information necessary to answer the questions. Only one question will require some digging further from outside resources.

Instructions

Read the yoga and meditation study articleby Argawal, Kumar, and Lewis linked in Resources. The Rothman article is also included for your reference.

Complete the following for your initial post for this discussion, remembering to adhere to the guidelines in the FEM:

· Identify the study’s target population. Who is being studied?

· Describe the specific problem that the study authors discovered in their research that prompted them to do this study.

· Describe the intervention; cite at least one previous study used in this article to justify the intervention. Locate the article to find supporting efficacy data.

· Describe all the instruments (assessment tools) that the authors used to show the efficacy of their intervention.

Response Guidelines

Read and respond to the posts of your peers according to the guidelines in the Faculty Expectations message. How do their analyses compare to yours?

Learning Components

This activity will help you achieve the following learning components:

· Cite and summarize a selected article.

· Identify sampling methods and the difference between populations and samples.

· Analyze the analytical testing approach in a quantitative study.

· Write about statistical concepts clearly, accurately, and professionally.

· Cite sources appropriately, using APA formatting.

Resources

· Discussion Participation Scoring Guide.

· APA Module.

· Capella University Library.

· A Pilot Feasibility and Acceptability Study of Yoga/Meditation.

· Perspective: The Role of Numeracy in Health Care.

· The Value of a Research Critique to Translate Evidence Into Practice.

· Toggle Drawer

[u06a1] Unit 6 Assignment 1
Assessing the Quantitative Analytical Approaches in Health Care Literature
Overview

Whether preparing a scholarly document for your doctoral program or simply trying to stay current in your professional field, you must continuously grow in your ability to read research. As an undergraduate, you probably just skimmed over an article’s abstract and introduction, focusing most of your attention on the interpretation of the results at the conclusion. As a doctoral-level professional, your colleagues will expect you to have the skills to critically assess the deeper analytical qualities of an article and ultimately comment on its overall validity and practical relevance.

Using the readings, media, and various resources in this course, you have an opportunity to engage incritical thinking to assess the analytical results of a peer-reviewed quantitative study.

Demonstration of Proficiency

By successfully completing this assessment you will address the following scoring guide criteria, which align to the indicated course competencies.

· Competency 1: Describe underlying concepts and reasoning related to the collection and evaluation of quantitative data in health care research.

. Describe the study results for a quantitative study published in scholarly literature.

· Competency 3:Interpret the results and practical significance of statistical health care data analyses.

. Interpret and critique the analytical testing approach used in a quantitative study described in scholarly literature.

· Competency 4:Assess the quality of quantitative research methods reported in peer-reviewed health care literature.

. Cite and summarize a selected article.

. Assess the overall methodological quality of an article using critique guidelines.

· Competency 5: Address assignment purpose in a well-organized text, incorporating appropriate evidence and tone in grammatically sound sentences.

. Articulate meaning relevant to the main topic, scope, and purpose of the prompt.

. Apply APA formatting to in-text citations and references.

Instructions

Use the article Effective of Educational Intervention on Perceived Susceptibility (linked in Resources) tocomplete the following:

· Cite and summarize the article.

. Include study PICO, goals, intervention, and assessment data collected.

· Describe, interpret, and critique the statistical testing approach.

. Include pre-analytic normal distribution and post-intervention analytical testing. TheShahnazi et al. article linked in Resources may be a helpful reference.

· Describe, interpret, and critique the study’s results from the analysis.

. Address issues of significance; type I and II errors, confidence intervals, and effect sizes.

· Assess the overall methodological quality of the article using the step-by-stepcritique guidelines in the Coughlan, Cronin, and Ryanarticle linked in Resources.

Refer to additional links in Resources to help you prepare your assignment.

Additional Requirements

· Length:Your paper will be 3-4 double-spaced pages of content USE AT LEAST 4 SCHOLARY PEER- REVIEWED JOURNAL ARTICLES!!!

· Font:Times New Roman, 12 points.

· APA Format:Your title and reference pages must follow APA format and style guidelines. The body of your paper does not need to conform to APA guidelines.Do make sure that it is clear, persuasive, organized, and well written, without grammatical, punctuation, or spelling errors. You also must cite your sources according to APA guidelines.

Resources

· Effect of Educational Intervention on Perceived Susceptibility Self-Efficacy and DMFT of Pregnant Women.

· Variables, Hypotheses, and Types of Errors.

· The Value of a Research Critique to Translate Evidence Into Practice.

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