NURS 8201 Week 7 Discussion: Use of Regression Analysis in Clinical Practice

Regression analysis provides the researcher with an opportunity to predict and explore future outcomes. Whether it is to determine prevention methods, promote opportunities for learning, or propose new treatments, looking towards the future can have a significant impact on patient care and sustained positive patient outcomes.

This week, you explore regression analysis, paying particular attention to linear regression. Linear regression is used to “estimate the value of a dependent variable based on the value of an independent variable” (Gray & Grove, 2020). In your Discussion, you will apply your understanding of this statistical technique as it concerns use in a research study.

For this Discussion, you will select an article on a study to examine the strengths and weaknesses in the use of linear regression. Consider how you might remedy the weaknesses associated with the application of linear regression and reflect on how the findings of the study that you selected might contribute to various areas of your practice.

Reference: Gray, J. R., & Grove, S. K. (2020). Burns and Grove’s the practice of nursing research: Appraisal, synthesis, and generation of evidence (9th ed.). Elsevier.

Resources

Be sure to review the Learning Resources before completing this activity.
Click the weekly resources link to access the resources.

WEEKLY RESOURCES

By Day 3 of Week 7

Post a brief description of the article that you selected, providing its correct APA citation. Critically analyze the article by addressing the following questions:

  • What are the goals and purposes of the research study that the article describes?
  • How is linear or logistic regression used in the study? What are the results of its use?
  • What other quantitative and statistical methods could be used to address the research issue discussed in the article?
  • What are the strengths and weaknesses of the study?

Then, explain potential remedies to address the weaknesses that you identified for the research article that you selected. Analyze the importance of this study to evidence-based practice, the nursing profession, or society. Be specific and provide examples.

SOLUTION NURS 8201 Week 7 Discussion: Use of Regression Analysis in Clinical Practice

Initial Post

What are the goals and purposes of the research study that the article describes?

The selected article is by Chi et al., 2017). The research study discussed in the article aims to identify critical demographic variables influencing patient safety culture as perceived by physicians and nurses in a regional teaching hospital in Taiwan. The primary goal was to understand how different demographic characteristics of healthcare providers, such as age, job position, and experience, impact their perceptions of patient safety culture within the hospital setting….

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