Statistics help needed I used SPSS to run Hierarchical Regression Analysis with
ID: 3266534 • Letter: S
Question
Statistics help needed
I used SPSS to run Hierarchical Regression Analysis with “age” as the first IV, “anger” as the second IV, and “perceived threat” as the DV
I have posted the data output below to answer the questions.
For the next two questions, comment on how well the data meet the following assumptions for regression analysis, providing the appropriate metrics from your output to support your answer.
i. Normality of your DV
NOTE: In your answer, please be sure to state and interpret the statistical significance associated with this test.
ii. Independence of Observations
NOTE: In your answer, please be sure to state and interpret the value associated with this test.
Explanation / Answer
a) what is the statistcal sgnificance
model 1 = 0.409
model 2= 0.00
As the p-value is much less than 0.05, we reject the null hypothesis that ? = 0. Hence there is a significant relationship between the variables in the linear regression model of the data set faithful .
b) How much variation expained by variabe
age = 0.003
both age and the level of anger someone felt during war =0.119
C) regrssion equation model 1
Y= 17.485 + 0.332 b1
regrssion equation model 2
Y=-5.175 + 0.381 b1 +40526 b2
This is the regression equation of model 1 and model2 .
Two questions
i) Normality of your DV
The Residuals section of the model output breaks it down into 5 summary points. When assessing how well the model fit the data, you should look for a symmetrical distribution across these points on the mean
thats why dv variable is normal
II) Independence of Observation
we can see this assumption scatter plot if scatter plot show random pattern observation then we say that the
independence of observations.
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