Discussion: Multiple Regression

Please follow the attachment closely.

This Discussion assists in solidifying your understanding of statistical testing by engaging in some data analysis. This week you will work with a real, secondary dataset to construct a research question, estimate a multiple regression model, and interpret the results.

Whether in a scholarly or practitioner setting, good research and data analysis should have the benefit of peer feedback. For this Discussion, you will post your response to the hypothesis test, along with the results. Be sure and remember that the goal is to obtain constructive feedback to improve the research and its interpretation, so please view this as an opportunity to learn from one another.

To prepare for this Discussion:

  • Review this week’s Learning Resources and media program related to multiple regression.
  • Create a research question using the Afrobarometer Dataset or the HS Long Survey Dataset, that can be answered by multiple regression.

By Day 3

Use SPSS to answer the research question. Post your response to the following:

  1. If you are using the Afrobarometer Dataset, report the mean of Q1 (Age). If you are using the HS Long Survey Dataset, report the mean of X1SES.
  2. What is your research question?
  3. What is the null hypothesis for your question?
  4. What research design would align with this question?
  5. What dependent variable was used and how is it measured?
  6. What independent variables are used and how are they measured? What is the justification for including these predictor variables?
  7. If you found significance, what is the strength of the effect?
  8. Explain your results for a lay audience, explain what the answer to your research question.

Be sure to support your Main Post and Response Post with reference to the week’s Learning Resources and other scholarly evidence in APA Style.

Required Readings

 

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) (previously read in Week 8)

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”
Chapter 11, “Editing Output” (previously read in Week 2, 3, 4, 5. 6, 7, and 8)

https://academicguides.waldenu.edu/rsch8210

6210 Week 9 Discussion: How To Complete The Discussion Requirement

 

Review the Week 9 Course Materials

 

Use the data set dataset for this Discussion

 

Be sure to submit your SPSS Output to the Discussion Board along with your analysis.

 

Identify 2 independent variables (IV1 and IV2) and their Level of Measurement. The IV1 and IV2 can be interval, ratio, nominal, or ordinal.

 

Identify the dependent variable (DV) and its Level of Measurement. The DV must be interval or ratio.

 

Write a research question for multiple regression. Use this format:

 

What is the relationship between IV1 and IV2s (state the IVs) and the DV (state the DV)?

 

Write the null hypothesis. Use this format:

 

-There is no relationship between IV1 and IV2 and the DV.

 

State the research design.

 

Use SPSS to answer the research question. Here’s how:

 

1. Open the GSS data set, select Analyze, select Regression, Select Linear, drag IV1 and IV2 into the Independent(s) box and the DV into the Dependent box, and click OK.

 

2. Review the Sig. value in the SPSS Output under ANOVA and decide to reject or fail to reject the null hypothesis.

 

3. If you reject the null and determine that the ANOVA is statistically significant, report and explain the effect size. Effect size is found under R square in the Model Summary.

 

4. If you fail to reject the null hypothesis, select new variables and repeat 1-3 steps above.

 

Write the regression equation. Here’s how:

 

Examine the Coefficients output and identify the Constant value under Unstandardized Coefficients in column B and the coefficient values for IV1 and IV2 directly below the Constant value. Write your regression equation in this format:

 

DV = Constant value + IV1(coefficient value) + IV2(coefficient value), but substitute the names of IV1, IV2 and the DV and the actual Constant value and coefficient value for IV1 and IV2. Here’s an example:

 

If Socioeconomic Status is the DV, Age is IV1 and Highest Degree is IV2, then your equation could look like this:

 

Socioeconomic status = 15 + (.114)(Age) + (11.3)(Highest Degree)

 

Do not use these numbers. Do your own calculations.

HGD Reflection Paper Chapter 5

 In this chapter, you learned about Howard Gardner’s Theory of Multiple Intelligences. You also learned about Robert Sternberg’s Triarchic Theory of Intelligence. Please review these theories in your text and lecture notes and if you have not already done so watch the associated videos.  Now, in 1-2 paragraphs discuss which theory you think best explains intelligence and why.  No Plagiarism

Describe ways in which his brain can perceive information from the outside world that could in turn impact his performance in your class.

Instructions

For this assignment, you must first view the video Applying Psychology to Everyday Life: Minimizing the Impact of Adult Attention-Deficit/Hyperactivity Disorder and review the material on p. 86 of your eTextbook.

Now, imagine that you are a university psychology professor. One of your students, John Doe, was recently diagnosed with attention-deficit/hyperactivity disorder (ADHD), combined presentation. He has emailed you and requested your advice and assistance with better understanding his circumstances, diagnosis, and prognosis. You will reply to John by writing an email in which you will offer him advice in the following areas.

  • Indicate structures of the brain that are involved and biopsychology factors that could impact his emotions, learning, memory, and motivation related to your class.
  • Describe ways in which his brain can perceive information from the outside world that could in turn impact his performance in your class.
  • Identify suggestions that you have for John to increase his chances for success in your class as well his other courses.

Your email must be a minimum of 500 words in the body of the email. You must use at least two academic sources, one of which may be your eTextbook, to support your advice. All sources used must be properly cited. Include the references at the bottom of the e-mail for your student’s reference. Adhere to APA Style when creating citations and references for this assignment. APA formatting of the email is not necessary.

It is suggested you draft the email in Word for easier uploading into Blackboard.

Critical Issues In Adolescence

 

PSY-355: Childhood and Adolescent Psychology

Critical Issues in Adolescence Table

 

Directions: Each member of the group must choose one critical issue associated with adolescence and complete the fields listed in the table below for the chosen issue.

Issue Description

(50 – 100 words)

Impact on the adolescent (psychological, cognitive, and/or physical)

(50 – 100 words)

Risk factors

(50 – 100 words)

Interventions and Support Available

(50 – 100 words)

Example:

School Violence

School violence refers to victimization as a cause of physical or nonphysical violence. This could include threats, fights, carrying weapons, etc. Some of the more publicized incidents of school violence are the shootings that have happened at various schools. The Columbine shooting was an example of school violence that was widely publicized.

(National Child Traumatic Stress Network, n.d.)

School violence can lead a teen to feel afraid when they do attend school. Students may stop going to school; focus may decrease; they may have increased frustration, anxiety, and depression; and social relationships may suffer. In terms of their psychological health, many adolescents feel self-conscious about their ability to manage the emotions they cope with through the traumatic experience. They may feel embarrassed and not reach out for help. Bottled up emotions can lead to many other risky behaviors, such as self-harm, substance abuse, or suicide.

(National Child Traumatic Stress Network, n.d.)

There are many risk factors that can cause an individual to get involved in school violence. Some of these risk factors include a history of victimization/being bullied, abuse at home, lack of control of behavior and emotions, substance abuse, low IQ, antisocial behaviors, poor or lack of parental involvement, parental substance abuse, lack of community involvement and support systems, multiple moves or lack of a “home base,” poverty levels, gang involvement, rejection, and others.

(CDC, 2014)

Students who have experienced school violence may need individual or group counseling to cope with this type of traumatic experience. If and when an incident like this occurs, counselors may hold informational sessions at school to talk about coping with the stress of the incident and to provide additional resources. Adolescents may need additional support from their parents, teachers, and peers to overcome the fear of the event happening again.

(National Child Traumatic Stress Network, n.d.)

   

 

 

 

 

     
   

 

 

 

 

     
   

 

 

 

 

     
   

 

 

 

 

     
   

 

 

 

 

     

 

References

National Child Traumatic Stress Network. (n.d.). The effects of trauma on schools and learning. Retrieved from http://www.nctsn.org/resources/audiences/school-personnel/effects-of-trauma

CDC. (2014). Youth violence: Risk and protective factors. Retrieved from http://www.cdc.gov/violenceprevention/youthviolence/riskprotectivefactors.html#1

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

© 2015. Grand Canyon University. All Rights Reserved.

 

© 2015. Grand Canyon University. All Rights Reserved.