Question
Reexamine the women's optimism score data we used in Week 2's Discussion Board (the excel file is named Week2DiscussionQuestion1Data and is also attached
Reexamine the women's optimism score data we used in Week 2's Discussion Board (the excel file is named "Week2DiscussionQuestion1Data" and is also attached below). Using this data set again, perform a correlation analysis using the age ("age") as a predictor of the Optimism Score ("Optimism Score") of all subjects.
- Week2DiscussionQuestion1Data- Excel Document (52 KB)
- Plot the data with a regression line and perform a regression with the appropriate statistical test in StatCrunch. Copy and paste your graph and regression output into your Word for posting.
Simple linear regression results:
Dependent Variable: Optimism Score
Independent Variable: Age
Optimism Score = 54.264144 - 0.26550274 Age
Sample size: 1000
R (correlation coefficient) = -0.157605
R-sq = 0.024839337
Estimate of error standard deviation: 10.33807
Parameter estimates:
Parameter
Estimate
Std. Err.
Alternative
DF
T-Stat
P-value
Intercept
54.264144
1.9573379
0
998
27.723442
<0.0001
Slope
-0.26550274
0.052658904
0
998
-5.0419344
<0.0001
Analysis of variance table for regression model:
Source
DF
SS
MS
F-stat
P-value
Model
1
2716.898
2716.898
25.421102
<0.0001
Error
998
106661.95
106.8757
Total
999
109378.84
- What is the correlation coefficientrand what is the coefficient of determination here? What does the coefficient of determination mean in this case?
- Is there a statistically significant correlation between age and optimism in this sample?
- What hypotheses did you test?
- Using StatCrunch (be sure to copy and paste your predicted Y output from StatCrunch into your submission), what is the predicted optimism score for someone aged 45?
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