Statistics Using IBM SPSS Statistics

 

• Read Chapter 14 in your Beginning Behavior Research: A Conceptual Primer textbook and Chapter 13 in your Discovering Statistics Using IBM SPSS Statistics textbook.
• Review the video tutorial for an overview of conducting ANOVA analyses in SPSS.
• Access and open the Test Performance SPSS data set.

An overview of the data set:

This data set represents hypothetical data from a study that examined how background music affected performance on a math test. Specifically, participants were randomly assigned to take a general math test with rock music, classical music, or white noise playing in the background. Further, participants were classified as being either high or low in math experience based on the number of college math courses they had taken.

Here is some more information about the variables in this hypothetical data set:

• Number: The ID number of the participant
• Sound: The type of background music participants heard while taking the test; 1 = rock, 2 = classical, and 3 = white noise
• Experience: Participants who had taken three or more college math courses were classified as being high in math experience, whereas participants who had taken fewer than three were classified as being low. 1 = high and 2 = low
• Anxiety: Anxiety during the test, with possible scores ranging from 0 to 50. Higher scores indicate higher levels of anxiety
• Performance: Performance on the general math test, with possible scores ranging from 0 to 100. Higher scores indicate better performance on the test

Questions:

1) Describe in your own words what type of research situations call for a researcher to use an ANOVA analysis.

Type answer below:

2a) Use the Compare Means function (AnalyzeCompare MeansMeans) to compare the means of the three Sound conditions on Anxiety and Performance.

Paste output below (Read carefully: The best way to do this is to select “Copy Special” when copying from the SPSS output. Then select image as a format to copy. When pasting in Word, select Paste Special, choose a picture format, and then resize the image so it fits the screen):

2b) Based on these results, on which variable does it most appear there might be significant differences based on the Sound condition?

Type answer below:

3a) Conduct a one-way ANOVA on both Anxiety and Performance using Sound as the independent variable. That is, conduct two separate one-way ANOVAs, one with Anxiety as the dependent variable and one with Performance as the dependent variable.

Paste the output below (Read carefully: The best way to do this is to select “Copy Special” when copying from the SPSS output. Then select image as a format to copy. When pasting in Word, select Paste Special, choose a picture format, and then resize the image so it fits the screen):

3b) Based on these results, were either of your ANOVAs significant? How can you tell? Use a cutoff level of .05 for your decision.

Type your answer below:

4a) Remember that in a one-way ANOVA, we are only looking at the impact of one variable on the dependent variable. Factorial ANOVAs, on the other hand, assess the impact of multiple independent variables. Conduct a factorial ANOVA on Performance using both Sound and Experience as independent variables. Be sure to choose the option to view the estimated marginal means (by selecting ‘EM Means’ instead of ‘Options’) for all of your main effects and interactions—this will allow you to more easily interpret the results.

Sample Solution

Yabonga initiatives shape this feeling of being part of a community. Moreover, this research will look at how, and if, prevailing HIV-related stigma in a community affects this sense of community belonging and how, and if, Yabonga with its programmes influences the stigma. Furthermore, by investigating what causes the stigma, what creates the sense of belonging and what are the mechanisms that move back and forth between stigma and belonging as a process, such as for example the intersection of HIV with race, gender and class, the stereotyping of women associated mainly with this disease, the myths around HIV-infection and transmission, the lack of knowledge and the traditional beliefs about the cause of HIV/AIDS, this research tries to give a more in-depth understanding of the relation between community belonging and stigma.

Furthermore, this research tries to explain what it is like being HIV-infected and the meaning of community belonging for the HIV-positive women in the Yabonga programmes through the eyes of Yabonga staff members and what the implications are of being infected with HIV. Using qualitative data I hope to be able to shed light on the interplay between the notion of belonging and the effects/implications of HIV-related stigma on this sense of belonging. Doing so, this research tries to demonstrate the relation between stigma and exclusion and stigma and (in)equality, and with this SDG10: reduced inequality, which in my opinion so far is under-studied but yet very relevant. Within SDG 10 I will particularly focus on targets 10.2 “By 2030, empower and promote the social, economic and political inclusion of all, irrespective of age, sex, disability, race, ethnicity, origin, religion or economic or other status” (UN 2016) and 10.3: “Ensure equal opportunity and reduce inequalities of outcome, including by eliminating discriminatory laws, policies and practices and promoting appropriate legislation, policies and action in this regard” (UN 2016).

This research will be conducted in several informal settlements [X] such as Khayelitsha, Mfuleni, Nyanga, Crossroads and Weltevreden/Phillippi, in Cape Town, South Africa. Additionally, I will conduct my field research within and for Yabonga, an NGO that supports positive change by empowering families affected and infected with HIV/AIDS. “By building partnerships with clinics, schools, NGOs and individuals, Yabonga offers psychosocial intervention to empower children, teenagers and adults to make better choices in life. Yabonga enables children, youth and adults, disadvantaged through socio-economic circumstances, and the impact of HIV, to change their lives for a better future” (Yabonga). Within their programmes, I will focus on the ‘the adult support programme’ and ‘internal staff development programme’ which trains care givers to be agents of change in their communities. These Yabonga care givers/staff members form my direct researc

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