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For this Assignment, you will examine correlation and bivariate regression testing.
To prepare for this Assignment:
- Review this week’s Learning Resources and media program related to regression and correlation.
- Using the SPSS software, open the Afro barometer dataset or the High School Longitudinal Study dataset (whichever you choose) found in the Learning Resources for this week.
- Based on the dataset you chose, construct a research question that can be answered with a Pearson correlation and bivariate regression.
- Once you perform your correlation and bivariate regression analysis, review Chapter 11 of the Wagner text to understand how to copy and paste your output into your Word document.
For this Assignment:
Write a 2- to 3-paragraph analysis of your correlation and bivariate regression results for each research question. If you are using the Afro barometer Dataset, report the mean of Q1 (Age). If you are using the HS Long Survey Dataset, report the mean of X1SES. Do not forget to evaluate if the correlation and bivariate regression assumptions are met and report the effect size. In your analysis, display the data for the output. Based on your results, provide an explanation of what the implications of social change might be.
Use proper APA format, citations, and referencing for your analysis, research question, and display of output.
RESOURCES
- Frankfort-Nachmias, C., Leon-Guerrero, A., & Davis, G. (2020). Social statistics for a diverse society(9th ed.). Thousand Oaks, CA: Sage Publications.
- Chapter 12, “Regression and Correlation” (pp. 401-457)
- Wagner, III, W. E. (2020). Using IBM® SPSS® statistics for research methods and social science statistics(7th ed.). Thousand Oaks, CA: Sage Publications.
- Chapter 8, “Correlation and Regression Analysis”
- Walden University Library. (n.d.). Course Guide and Assignment Help for RSCH 8210Links to an external site.. Retrieved from http://academicguides.waldenu.edu/rsch8210Links to an external site.
For help with this week’s research, see this Course Guide and related weekly assignment resources.
- Magnusson, K. (n.d.). Welcome to Kristoffer Magnusson’s blog About R, Statistics, Psychology, Open Science, Data VisualizationLinks to an external site.[blog]. Retrieved from http://rpsychologist.com/index.htmlLinks to an external site.
As you review this web blog, select New d3.js visualization: Interpreting Correlations link, once you select the link, follow the instructions to view the interactive for interpreting correlations. This interactive will help you to visualize and understand correlations between two variables.
Note: This is Kristoffer Magnusson’s personal blog and his views may not necessarily reflect the views of Walden University faculty.
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Correlation
Klingenberg, B. (2016). Correlation gameLinks to an external site.. Retrieved from https://istats.shinyapps.io/guesscorr/Use the following app/weblink for an interactive visual display of correlation slopes.
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Regression
Klingenberg, B. (2016). Explore linear regression. Retrieved from https://istats.shinyapps.io/ExploreLinReg/Use the following app/weblink for an interactive visual display of regression slopes.
- Skill Builder:
You are encouraged to click through these and all Skill Builders to gain additional practice with these concepts. Doing so will bolster your knowledge of the concepts you’re learning this week and throughout the course.
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