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1 pages/≈275 words
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APA
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Education
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Essay
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English (U.S.)
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Topic:
MULTIPLE REGRESSION
Essay Instructions:
Create a research question using the Afrobarometer Dataset or the HS Long Survey Dataset, that can be answered by multiple regression.
Use SPSS to answer the research question. Post your response to the following:
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.
What is your research question?
What is the null hypothesis for your question?
What research design would align with this question?
What dependent variable was used and how is it measured?
What independent variables are used and how are they measured? What is the justification for including these predictor variables?
If you found significance, what is the strength of the effect?
Explain your results for a lay audience, explain what the answer to your research question.
Essay Sample Content Preview:
Multiple Regression
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Multiple Regression
Based on the Afrobarometer dataset, the reported mean for Q1. Age was 37.23. In multiple linear regression, Wagner (2019) asserts that variables must be carefully selected when designing a robust and accurate model. In this case, I selected 1 Dependent variable (DV) and 3 Independent variables (IV).
What is your research question?
The research question is: To what extent do poverty levels, trust in the police, and material deprivation (such as a lack of cooking fuel) predict citizens’ trust in government?
What is the null hypothesis for your question?
The null hypothesis is that there is no statistically significant relationship between lived poverty, trust in police, frequency of going without cooking fuel, and the level of trust in government.
What research design would align with this question?
The best research design would be quantitative, correlational research. This would allow me to compare the IV’s predictive power on a continuous outcome (trust in government) (DV).
What dependent variable was used and how is it measured?
I selected “Trust in Government Index” as my DV. This would be measured using an Interval scale, which will produce a score that reflects increasing levels of trust.
What independent variables are used and how are they measured? What is the justification for including these predictor variables?
I selected “Lived Poverty Index,” “Trust Police,” and “How often gone without cooking fuel” as my IV. This would be measured using an Interval scale and an ordinal scale for the last two IVs. These predictors were chosen to represent differe...
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