Advanced Theories Of Personality A5

Discussion Questions I

All assignments MUST be typed and double-spaced, in APA style and must be written at graduate level English. The content, conciseness and clarity of your answers will be considered in the evaluation of your work. You must use and integrate the material presented in the course text and cite your work according to APA format. Use of outside resources can be used to enhance the text information, but cannot replace the text.

Respond to each question in 1-1 ½ pages per question.

Total assignment should be 4-6 pages total plus a Title and Reference Page

Do not copy the questions in your responses. See APA style on how to create Topic Headings.  Suggested Topic Headings follow each question.  You may use them or create your own.

 

Question One: The text discusses three main approaches to personality research:  case studies, experimental studies conducted in laboratory settings, and correlational studies.  If you were to conduct a research study today, which approach would you use and why?

Suggested Topic Heading:   Personality Research

 

Question Two: It has been said that psychoanalytic theory suffers from a number of cultural biases due to the limitations in kinds of patients seen and the Victorian era from which the concepts were originally derived. Which concepts or parts of the theory do you think could become a particular target for arguments of cultural bias?

Suggested Topic Heading:  Cultural Bias in Psychoanalytic Theory

 

Question Three: As you will see in subsequent chapters, many personality theorists developed ideas that differed markedly from those of Freud and the various neo-Freudian theorists.  What aspects of Freudian theory would you “least want to lose” in such developments – i.e., which features seem so important that they should be taken into account by any other personality theory?

Suggested Topic Heading: Positive Aspects of Freudian Theory

 

Question Four: Rogers proposed that the fundamental human motive is self-actualization: a positive, growth-oriented human motive.  That sounds like a very nice idea. And it is easy to think of cases in which people seem to be striving toward self-actualization.  But it naturally raises the question of how, in Rogerian theory, one could explain the personality of people who seem oriented toward evil rather than positively-oriented growth.  In other words, what about Hitler?  Mass murderers? Etc. How could one posit a self-actualization theory in the face of such cases?

Suggested Topic Heading:  Self-Actualization and Evil

Assignment Outcomes

Distinguish the major theories of personality

Contrast historical and current views of personality

Integrate evidence based treatment interventions

Combine current research to assessment and technique

Identify legal, ethical issues in theories of personality and psychotherapy

Examine issues of culture and diversity in theories and application

Must have turn it in

Cervone, D. & Pervin, L.A.   (2016).   Personality theory and research.   (13th ed.).   New York , NY   Wiley, John & Sons, Inc.    ISBN 9781118976296

Write A Professional Identity Paper Pertaining To Professional Counseling

COUN 500

Professional Identity Paper Instructions

Purpose: The purpose of this paper is to encourage critical thinking and reflection on your developing beliefs and identity regarding professional counseling, marriage and family therapy, or human services. This is both a reflection and professional paper so you need to include professional references for your assertions.

Instructions: Depending on your degree program, choose professional counseling, marriage and family therapy, or human services as your identity. Your paper should be 8–10 pages, (excluding abstract, title page, and reference page), written in current APA format, and include a title page, abstract, introduction, body, conclusion, and reference page. Your paper should be well thought out; demonstrate critical thinking, self-evaluation, and application; and should include at least 3 professional sources. Divide the body of your paper into the following sub-headings making sure to address all questions for each section:

Section I: Professional Counselor Role

· What is the role of the Professional Counselor (or Marriage and Family Therapist, or Human Services Worker) and how is it distinguished from other fields of counseling including social work, psychiatry, pastoral counseling, and psychology?

· How will the professional counseling you are going to be providing in the future differ from counseling you have provided in the past?

· What and/or who motivated you to choose counseling/marriage and family therapy/human services?

· What will you personally gain from counseling individuals, families, and/or groups?

· What does professionalism look like in the field of counseling? What professional behaviors, dress, and attitudes are associated with the profession of counseling? How will you exhibit professional behavior in your new career?

Section II: Religious/Spiritual Beliefs and Counseling

· What are some of the religious/spiritual beliefs you developed growing up?

· What are some of the beliefs you developed in terms of right and wrong behavior?

· Given your beliefs/values, what populations or presenting concerns in counseling might you have difficulty counseling? (Divorce, pre-marital sex, same-sex relationships, etc.)

· How might you bring your beliefs to counseling without imposing them?

Section III: Course Experience and Summary

· What have you learned in this course about being a professional counselor, marriage and family therapist, or human services worker that you are going to take with you?

· Based on all you have learned about yourself this term, how well do the requirements, traits, and values for being a counselor fit with who you are and what you value?

Page 1 of 2

Differentiating group counseling

Please no plagiarism and make sure you are able to access all resource on your own before you bid. One of the references must come from Corey, M. S., Corey, G., & Corey, C. (2018). You are expected to include at least one scholarly and peer-reviewed resource outside of those provided in the readings for each discussion post. I need this completed by 07/14/18 at 6pm. I have attached a sample paper (week 10) that gives an example of what is needed for this week. It is only the highlighted part of the paper.

Population:

Domestic Violence Survivors (Adults over 18)

Group:

Closed group

Size:

8-10 members that are being referred to the group

Length:

8 weeks twice a week for a total of 2 hours per week

Location:

Community setting

Community Resources:

Find some that would help this population

Session Roadmap:

Make a lesson plan for each session for 8 weeks

Strategies and Interventions:

We will most likely use CBT

Diversity:

Explain this and if this group allows for that

Readings

Corey, M. S., Corey, G., & Corey, C. (2018). Groups: Process and practice (10th ed.). Boston, MA: Cengage.

Corey, G., Corey, M. S., & Haynes, R. (2014). Groups in action: Evolution and challenges (2nd ed.). Belmont, CA: Brooks/Cole.

Furr, S. R. (2000). Structuring the group experience: A format for designing psychoeducational groups, The Journal for Specialists in Group Work, 25(1), 29–49. doi: 10.1080/01933920008411450

Media

Laureate Education (Producer). (2018d). Differentiating group counseling [Video file]. Baltimore, MD: Author.

Note: The approximate length of this media piece is 5 minutes.

In this video, Walden faculty discuss how group work differs from individual counseling.

Accessible player  –Downloads– Download Video w/CC Download Audio Download Transcript

Laureate Education (Producer). (2018b). Cohort group proposal project part I [Video file]. Baltimore, MD: Author.

Note: The approximate length of this media piece is 8 minutes.

In this video, faculty members Dr. Jeannie Falkner and Dr. Tomeka McGee introduce the course project, a group proposal. They also provide personal context and experience on the challenges and opportunities of working in cohort groups.

Accessible player  –Downloads– Download Video w/CC Download Audio Download Transcript

Optional Resources

· Orht, J. H., Ener, E., Porter, J., & Young, T. L. (2014). Group leader reflections on their training and experience: Implications for group counselor educators and supervisors. Journal for Specialists in Group Work, 39(2), J 95–124. doi: 10.1080/01933922.2014.883004

· Rubel, D. J. & Kline, W. B. (2008). An exploratory study of expert group leadership. The Journal for Specialists in Group Work, 33(2), 138–160.

· Stockton, R. (2010). The art and science of group counseling. Journal for Specialists in Group Work, 35(4), 324–330. doi: 10.1080/01933922.2010.515904

COMMENTARY

The Art and Science of Group Counseling

Rex Stockton Indiana University

This article is based on the keynote address given by Dr. Stockton at the Association for Specialists in Group Work (ASGW) Luncheon at the ASGW Biennial Conference in New Orleans, LA, on February 19, 2010.

I am pleased that my talk and the conference theme focus on both the art and the science of group counseling because these two domains truly go together. ASGW members will know that there are various classifications of group work; for my talk today I am going to highlight only one of them, that is group counseling. There are many useful definitions of the term. Today, I want to use Bob Conyne’s (in press) definition as a ‘‘therapeutic and educational method . . . to facilitate interpersonal problem solving processes among members, as they learn how to resolve difficult, but manageable problems of living, and how to apply gains in the future.’’

When I started in this field in the 1960s there was a great deal of enthusiasm and an explosion of group leadership activity, without much knowledge of what works best. In other words, there was much enthusiasm but generally speaking practice was not informed by a knowledge base. Happily, over the years, the field has developed exponentially. One important development has been the growth of counseling in both individual and group work as a worldwide phenom- enon. Individual countries have adapted our profession to their unique cultural identities and needs, retaining elements that are universal.

Throughout my career, I have been impressed with the talent of the people active in its development as well as with the increasing sophisti- cation of what we know about group counseling and how we practice it. Ours is a multi-disciplinary field in which other helping areas such as social work, psychiatry, and psychology also have good claim.

Rex Stockton, Ed.D., is the Chancellor’s Professor at Indiana University, Bloomington. Correspondence concerning this article should be addressed to Rex Stockton, 201 N. Rose Ave #4056, Bloomington, IN 47405. E-mail: stocktor@indiana.edu

THE JOURNAL FOR SPECIALISTS IN GROUP WORK, Vol. 35 No. 4, December 2010, 324–330

DOI: 10.1080/01933922.2010.515904

# 2010 ASGW

324

 

 

From the beginning, I have been concerned with the education that we provide group leaders, as well as the efficacy of the procedures that we use in our group work. For many years, I was privileged to teach an advanced group counseling course. My students at Indiana University were doing graduate work, and in our program they had learned a great deal about group leadership theory as well as the research base underlining our practice. However, almost inevitably when they began leading a group, they experienced difficulty. While they understood the underlying group dynamics fairly well and could tell me what kind of intervention might work in specific situations, often they could not perform a specific intervention with proficiency. In other words, they had not developed the art of group leadership.

In 1980, I authored a review in The Journal for Specialists in Group Work entitled, ‘‘The Education of Group Leaders: A Review of the Literature With Suggestions for the Future.’’ I noted that group leadership training at that time was approximately at the same place that training for individual counseling had been 10 years earlier; that is, there were competing training models without much evidence of their efficacy.

The reports in the literature were generally descriptive with little or no data-based results. Yet, they did constitute a beginning. Happily, quite a lot has happened in the intervening years.

Through a variety of individual studies as well as several meta- analyses, we know that counseling in general is efficacious (McRoberts, Burlingame, & Hoag, 1998). For our work, it is also good to know that research has demonstrated that group counseling can be regarded as effective as individual counseling. As Barlow, Fuhriman, and Burlingame (2000) have noted, ‘‘The efficacy of group psycho- therapy has been undeniably established in the research literature.’’ Having said that, it is also true that practitioners very often do not make use of the research knowledge base. This is because they do not feel that it is relevant.

When criticizing group research for its lack of practical relevance, it would be easy to focus solely on single studies, any one of which will necessarily have limitations. However, it is not useful to view research as a series of isolated and independent studies. As my colleague, Keith Morran, and I have recommended, those who want to conduct research should plan to develop an ongoing program of study that will evolve and can be modified to provide increasingly relevant data. This is important because an evolving program also offers the advantage that each round of data collection serves as a pilot study for the next. Data collection can be expanded to include promising outcomes and the elimination or reduction of areas that show little promise. Thus, such programmatic studies, as they evolve, can become increasingly focused

Stockton/THE ART AND SCIENCE OF GROUP COUNSELING 325

 

 

on the real world concerns of group practitioners. This is especially true when group clinicians are included as members of the research team. Lau, Ogrodniczuk, Joyce, and Sochting (2010) have provided an example of research with heavy clinician input in a study of depressed Chinese clients in a mental health outpatient service in Canada. The mental health practitioners were able to provide valuable input into the need for the creation of both a Cantonese and Mandarin group treatment program.

Of course these recommendations do not solve all the problems of the disjunction between research and practice. In an ideal world, theory informs research, which then systematically examines the theory to see if it is possible to be validated or discredited. Valid results can then be placed into practice. As mentioned earlier, we all know that in the real world research findings are often not integrated into clinical practice.

Perhaps the most damning reason given for the lack of integration is the constraints of experimental research. These include the need to control for extraneous variables. This necessarily limits the immediate usefulness of the findings to a real world context. In essence, studies may be internally valid but limited in terms of practical value. Thus, the need in our applied field for studiesthat are directly relevant to practice.

This type of research can be thought of as:

(a) practical and aimed at meeting group members’ and leaders’ present needs,

(b) realistic and not intended to make sweeping global claims, and (c) adaptable and not rigidly forced to fit into a prearranged research

design (Stockton & Toth, 1997).

It should be noted that, while the results of such studies are usually limited in their generalizability, they may still provide important findings that can be applied to other group settings with appropriate caution.

Now, I would like to focus on a few studies that will illustrate the value of research findings—and how they can impact practice. Let us begin with the Lieberman, Yalom, and Miles (1973) study of the 1970s. This seminal effort resulted in the classic book, Encounter Groups: First Facts (1973), which informed us of the kind of group leadership approaches that worked best with specific populations. We also learned that certain types of leadership can have negative as well as positive results. Later, Bednar and his colleagues (1974, 1977, & 1978) conducted a series of studies that taught us a great deal about the usefulness of an optimal amount of structure in group work.

326 THE JOURNAL FOR SPECIALISTS IN GROUP WORK /December 2010

 

 

In the 1980s, someone named Stockton and his close colleague, Keith Morran, along with a research team of graduate students com- pleted a programmatic effort on interpersonal feedback in counseling groups. At the time, it was known that feedback was an important fac- tor in inducing change; however, there was not a solid research base. Our team examined factors that influence both positive and negative feedback in a systematic way. Utilizing the results of this effort, we were able to suggest guidelines for maximizing both positive and corrective feedback that have been widely adopted. A good reference here would be the article, ‘‘Facilitating Feedback Exchange in Groups: Leader Interventions’’ (Morran, Stockton, Cline, & Teed, 1998).

More recently, Dennis Kivlighan and his colleagues (Kivlighan & Shaughnessy, 1995) have shed light on important therapeutic pro- cesses in group work, especially therapeutic factors (Kivlighan, Jr., & Holmes, S. E., 2004). These are but a few of the programmatic efforts that have greatly influenced our current practice. Today is not a time to go into technical details. However I can tell you that each set of studies utilizes a more sophisticated research design, and increased methodological rigor. The list could be expanded to many other studies, but I want to illustrate both the usefulness of a research base as well as the increasing sophistication that has characterized the study of group counseling over the years. This is true, even though the procedures are so well accepted now that we forget that they had to be established at an earlier time.

I also want to note that I was quite pleased when I received an email notice regarding the preconference research workshop that has now taken place. This is another sign of our field’s increasing maturity, and recognition of the importance of research as well as the need for research training. While I strongly believe in the need for our work to be informed by solid research, at its heart, group coun- seling that is not done artfully is not apt to be effective. Time and again, those of us who lead groups or supervise group leaders are able to see the positive results of our efforts.

As groups cohere and individuals can share their hopes, fears and frustrations, there is a sense of relief as well as an opportunity to gain support and useful feedback. I’m quite sure that everyone here would be able to share an example of group counseling that made a differ- ence. However, since I’m doing the talk, I’ll give you an example that made a big impression on me.

Last summer, I had the opportunity to participate in a workshop in Botswana. The purpose of the workshop was to train school counselors in group procedures. Part of the workshop included testimony from a group of blind, adolescent, young women who had undergone a semester-long group experience at their residential school. We felt

Stockton/THE ART AND SCIENCE OF GROUP COUNSELING 327

 

 

that it was important for the adult workshop participants to see how effective group work can be. The girls’ group leaders were students of our own Amy Nitza, who is part of an overall project with the name of International Counseling, Advocacy, Research and Education (I-CARE) which I coordinate. The I-CARE website is: http://site.educ. indiana.edu/Default.aspx?alias=site.educ.indiana.edu/i-care.

The project relates to Counselor Training and Research in Africa with emphasis on Botswana. We have been active for several years. Currently the volunteer staff includes U.S.-based university faculty and students along with colleagues in Botswana. As part of her overall assignment, Amy taught a group counseling class during her year as a Fulbright Scholar in Botswana. The rest of her assignment was at the HIV=AIDS Centre at the University of Botswana. Along with receiving didactic instructions, Amy’s students conducted groups under her supervision. (These included the adolescent girls’ group.)

It is important to know that in Botswana, as well as many other countries, women definitely have second class status. On top of that, to be blind and an adolescent has its own extra burden. Thus, it is not surprising, that these young women were frequently sexually and in other ways harassed. Sadly some of them are already HIV posi- tive. In their testimonies, they describe how alone and powerless they had felt. As a result of the group experience, it was heartening to hear how these young women had found a voice. They gave some testimo- nials to tell us how much they learned and were now much more able to turn down unwanted sexual advances and to stand up for each other. Words do not adequately describe the sense of optimism, confi- dence, enhanced self, unity, and hope that they portrayed. I deeply regret not being able to video-tape the testimony, so I could more fully share this joyful experience with you.

Through our project, we have trained many counselors in Botswana but nothing has given me more satisfaction than to see the fruits of this group training. For these young women, the group experience was life changing. I have no doubt that those who are here today could add many vignettes of your own which could illustrate how useful group work can be. The important thing to acknowledge is that our work can make a huge difference in the lives of others, and that this is accomplished through artful practice informed by science.

You are a sophisticated audience, so I don’t think that I need to go into efficacious leadership procedures. In addition to university classes, there are many excellent training opportunities. These include workshops and conferences, books, training tapes and research reviews from which it is possible to develop both a solid knowledge base and effective group leadership techniques. I think that we would all agree

328 THE JOURNAL FOR SPECIALISTS IN GROUP WORK /December 2010

 

 

that appropriate knowledge and informed practice are the keys to successful leadership resulting in meaningful group change.

By ‘‘informed practice,’’ I am really thinking of Ericsson (1993, 1994) and his use of the term to mean sustained practice informed by appropriate feedback and reflection. Ericsson and his colleagues have studied expert performance in a variety of fields; his findings can be generalized to any field of expertise including our own. He and his colleagues have demonstrated that sustained practice coupled with feedback and reflection is the pathway towards competence. Practice without feedback and reflection on the feedback does not assist neophytes as they strive to become proficient. This concept has guided my own work in training others as well as trying to improve my own supervisory as well as group leadership skill level.

So far, I have tried to present a sense of how our knowledge base and practice have changed for the better in the last 50 years—which by the way coincides fairly closely with my own professional lifetime. If I had more time, I would focus on the current scene and what might be in store for us in the future. I have certainly given it a fair amount of thought lately. But that will have to wait for another day.

My work in Africa has made me painfully aware of the many ways that individuals can be harmed. Of course, all helping professionals are exposed to dysfunctionality, loss, pain, and suffering. It’s impor- tant to remember, however, that there can also be joy and fulfillment. Group work is not just work with extremely distressed individuals. In all its uses it can provide a way for individuals to learn more about themselves, solve problems, and live a fuller, more meaningful life. Being a skilled group work provider is an excellent way for each of us to have a meaningful career.

REFERENCES

Barlow, S., Burlingame, G., & Fuhriman, A. (2000). Therapeutic application of groups: From Pratt’s ‘‘thought control classes’’ to modern group psychotherapy. Group Dynamics: Theory, Research, and Practice, 4(1), 115–134.

Bednar, R. L., Melnick, J., & Kaul, T. J. (1974). Risk, responsibility, and structure: A conceptual framework for initiating group counseling and psychotherapy. Journal of Counseling Psychology, 21(1), 31–37.

Conyne, R. K. (in press). Introduction: Solidifying and advancing group counseling. In R. K. Conyne (Ed.), The Oxford handbook of group counseling. New York, NY: Oxford University Press.

Ericsson, K. A., & Charness, N. (1994). Expert performance: Its structure and acquisition. American Psychologist, 49, 727–747.

Ericsson, K. A., Krampe, R. T., & Tesch-Römer, C. (1993). The role of deliberate practice in the acquisition of expert performance. Psychological Review, 100, 363–406.

Stockton/THE ART AND SCIENCE OF GROUP COUNSELING 329

 

 

Evensen, E. P., & Bednar, R. L. (1978). Effects of specific cognitive and behavioral struc- ture on early group behavior and atmosphere. Journal of Counseling Psychology, 25(1), 66–75.

Kasper, L. B., Hill, C. E., & Kivlighan, D. M. (2008). Therapist immediacy in brief psychotherapy: Case study 1. Psychotherapy: Theory, Research, Practice, Training, 45, 281–297.

Kivlighan, D. M. (2008). Structural changes in counselor trainee use and clients’ session evaluation. Psychotherapy Research, 18, 560–572.

Kivlighan, D. M., & Shaughnessy, P. (1995). Analysis of the development of the working alliance using hierarchical linear modeling. Journal of Counseling Psychology, 42, 338–349.

Kivlighan, D. M., Jr., & Holmes, S. E. (2004). The importance of therapeutic factors: A typology of therapeutic factors studies. In J. L. DeLucia-Waack, D. A. Gerrity, C. R. Kalonder, & M. T. Riva (Eds.), Handbook of group counseling and psychotherapy (pp. 23–36). Thousand Oaks, CA: Sage.

Lau, M. A., Ogrodniczuk, J., Joyce, A. S., & Sochting, I. (2010). Bridging the practitioner- scientist gap in group psychotherapy. Psychotherapy: Theory, Research & Practice, 60, 159–176.

Lee, F., & Bednar, R. L. (1977). Effects of group structure and risk-taking disposition on group behavior, attitudes, and atmosphere. Journal of Counseling Psychology, 24, 191–199.

Lieberman, M. A., Yalom, I. D., & Miles, M. B. (1973). Encounter groups: First facts. New York, NY: Basic.

Lieberman, M., Yalom, I., & Miles, M. (1973). The impact of encounter groups on participants: Some preliminary findings. Journal of Applied Behavioral Science, 8, 29–50.

McRoberts, C., Burlingame, G. M., & Hoag, M. J. (1998). Comparative efficacy of individual and group psychotherapy: A meta-analytic perspective. Group Dynamics: Theory, Research, and Practice, 2, 101–117.

Morran, D. K., Stockton, R., & Bond, L. (1991). Delivery of positive and corrective feedback in counseling groups. Journal of Counseling Psychology, 16, 410–414.

Morran, D. K., Stockton, R., Cline, R. J., & Teed, C. (1998). Facilitating feedback exchange in groups: Leader interventions. The Journal for Specialists in Group Work, 23, 257–268.

Smith, M. L., Glass, G. V., & Miller, T. L. (1980). The benefits of psychotherapy. Baltimore, MD: John Hopkins University Press.

Stockton, R. (1980). The education of group leaders: A review of the literature with suggestions for the future. The Journal for Specialists in Group Work, 5, 55–62.

Stockton, R., & Morran, D. K. (1981). Feedback exchange in personal growth groups: Receiver acceptance as a function of valence, session, and order of delivery. Journal of Counseling Psychology, 28, 490–497.

Stockton, R., & Morran, D. K. (1982). Review and perspective of critical dimensions in therapeutic small group research. In G. M. Gaza (Ed.), Basic approaches to group psychotherapy and group counseling (3rd ed., pp. 37–83). Springfield, IL: Charles C. Thomas.

Stockton, R., & Toth, P. (1997). Applying a general research training model to group work. The Journal for Specialists in Group Work, 22, 241–252.

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Copyright of Journal for Specialists in Group Work is the property of Routledge and its content may not be

copied or emailed to multiple sites or posted to a listserv without the copyright holder’s express written

permission. However, users may print, download, or email articles for individual use.

Dummy Variables, Regression Diagnostics, And Model Evaluation

QRA Week 10

Dummy Variables, Regression Diagnostics, and Model Evaluation

By now, you have gained quite a bit of experience estimating regression models. Perhaps one thing you have noticed is that you have not been able to include categorical predictor/control variables. In social science, many of the predictor variables that we might want to use are inherently qualitative and measured categorically (i.e., race, gender, political party affiliation, etc.). This week, you will learn how to use categorical variables in our multiple regression models.

While we have discussed a great deal about the benefits of multiple regression, we have been reticent about what can go wrong in our models. For our models to provide accurate estimates, we must adhere to a set of assumptions. Given the dynamics of the social world, data gathered are often far from perfect. This week, you will examine all of the assumptions of multiple regression and how you can test for them.

Learning Objectives

Students will:

· Analyze multiple regression testing using dummy variables

· Analyze measures for multiple regression testing

· Construct research questions

· Evaluate assumptions of multiple regression testing

· Analyze assumptions of correlation and bivariate regression

· Analyze implications for social change

 

Learning Resources

Required Readings

Wagner, W. E. (2016). Using IBM® SPSS® statistics for research methods and social science statistics (6th ed.). Thousand Oaks, CA: Sage Publications.

· Chapter 2, “Transforming Variables” (pp. 14–32)

· Chapter 11, “Editing Output” (previously read in Week 2, 3, 4, 5. 6, 7, 8, and 9)

 

Allison, P. D. (1999). Multiple regression: A primer. Thousand Oaks, CA: Pine Forge Press/Sage Publications.

Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.

· Chapter 6, “What are the Assumptions of Multiple Regression?” (pp. 119–136)

 

Allison, P. D. (1999). Multiple regression: A primer. Thousand Oaks, CA: Pine Forge Press/Sage Publications.

Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.

· Chapter 7, “What can be done about Multicollinearity?” (pp. 137–152)

 

Multiple Regression: A Primer, by Allison, P. D. Copyright 1998 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.

 

Warner, R. M. (2012). Applied statistics from bivariate through multivariate techniques (2nd ed.). Thousand Oaks, CA: Sage Publications.

Applied Statistics From Bivariate Through Multivariate Techniques, 2nd Edition by Warner, R.M. Copyright 2012 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.

· Chapter 12, “Dummy Predictor Variables in Multiple Regression”

 

Applied Statistics From Bivariate Through Multivariate Techniques, 2nd Edition by Warner, R.M. Copyright 2012 by Sage College. Reprinted by permission of Sage College via the Copyright Clearance Center.

Fox, J. (Ed.). (1991). Regression diagnostics. Thousand Oaks, CA: SAGE Publications.

· Chapter 3, “Outlying and Influential Data” (pp. 22–41)

· Chapter 4, “Non-Normally Distributed Errors” (pp. 41–49)

· Chapter 5, “Nonconstant Error Variance” (pp. 49–54)

· Chapter 6, “Nonlinearity” (pp. 54–62)

· Chapter 7, “Discrete Data” (pp. 62–67)

Note: You will access these chapters through the Walden Library databases.

 

Document: Walden University: Research Design Alignment Table

 

Datasets

 

Document: Data Set 2014 General Social Survey (dataset file)

Use this dataset to complete this week’s Discussion.

Note: You will need the SPSS software to open this dataset.

 

Document: Data Set Afrobarometer (dataset file)

Use this dataset to complete this week’s Assignment.

Note: You will need the SPSS software to open this dataset.

Document: High School Longitudinal Study 2009 Dataset (dataset file)

Use this dataset to complete this week’s Assignment.

Note: You will need the SPSS software to open this dataset.

Required Media

Laureate Education (Producer). (2016m). Regression diagnostics and model evaluation [Video file]. Baltimore, MD: Author.

 

Note: The approximate length of this media piece is 7 minutes.

 

In this media program, Dr. Matt Jones demonstrates regression diagnostics and model evaluation using the SPSS software.

 

Accessible player

Laureate Education (Producer). (2016). Dummy variables [Video file]. Baltimore, MD: Author.

 

Note: This media program is approximately 12 minutes.

 

In this media program, Dr. Matt Jones demonstrates dummy variables using the SPSS software.

 

Accessible player

 

Discussion: Estimating Models Using Dummy Variables

You have had plenty of opportunity to interpret coefficients for metric variables in regression models. Using and interpreting categorical variables takes just a little bit of extra practice. In this Discussion, you will have the opportunity to practice how to recode categorical variables so they can be used in a regression model and how to properly interpret the coefficients. Additionally, you will gain some practice in running diagnostics and identifying any potential problems with the model.

To prepare for this Discussion:

· Review Warner’s Chapter 12 and Chapter 2 of the Wagner course text and the media program found in this week’s Learning Resources and consider the use of dummy variables.

· Create a research question using the General Social Survey dataset that can be answered by multiple regression. Using the SPSS software, choose a categorical variable to dummy code as one of your predictor variables.

 

By Day 3

Estimate a multiple regression model that answers your research question. Post your response to the following:

1. What is your research question?

2. Interpret the coefficients for the model, specifically commenting on the dummy variable.

3. Run diagnostics for the regression model. Does the model meet all of the assumptions? Be sure and comment on what assumptions were not met and the possible implications. Is there any possible remedy for one the assumption violations?

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.

 

 

Assignment: Testing for Multiple Regression

You had the chance earlier in the course to practice with multiple regression and obtain peer feedback. Now, it is time once again to put all of that good practice to use and answer a social research question with multiple regression. As you begin the Assignment, be sure and pay close attention to the assumptions of the test. Specifically, make sure the variables are metric level variables.

 

Part 1

To prepare for this Part 1 of your Assignment:

· Review this week 9 and 10 Learning Resources and media program related to multiple regression.

· Using the SPSS software, open the Afrobarometer 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 multiple regression analysis.

· Once you perform your multiple regression analysis, review Chapter 11 of the Wagner text to understand how to copy and paste your output into your Word document.

For this Part 1 Assignment:

Write a 1- to 2-page analysis of your multiple regression results for each research question. 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.

 

Part 2

To prepare for this Part 2 of your Assignment:

· Review Warner’s Chapter 12 and Chapter 2 of the Wagner course text and the media program found in this week’s Learning Resources and consider the use of dummy variables.

· Using the SPSS software, open the Afrobarometer dataset or the High School Longitudinal Study dataset (whichever you choose) found in this week’s Learning Resources.

· Consider the following:

 

· Create a research question with metric variables and one variable that requires dummy coding. Estimate the model and report results. Note: You are expected to perform regression diagnostics and report that as well.

· Once you perform your analysis, review Chapter 11 of the Wagner text to understand how to copy and paste your output into your Word document.

 

For this Part 2 Assignment:

Write a 2- to 3-page analysis of your multiple regression using dummy variables results for each research question. 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.

By Day 7

Submit Parts 1 and 2 of your Assignment: Testing for Multiple Regression.