Recorded in the table below are the blood pressure measurements (in millimeters) for a sample of 12 adults. Does there appear to be a linear relationship between the diastolic and systolic blood pressures? At the 5% significance level, test the claim that systolic blood pressure and diastolic blood pressure have a linear relationship.
Systolic |
Diastolic |
107 |
71 |
110 |
74 |
133 |
91 |
115 |
83 |
118 |
88 |
134 |
87 |
123 |
77 |
154 |
94 |
119 |
69 |
130 |
76 |
108 |
69 |
112 |
75 |
Data Table: Blood Pressure 7
Hypotheses:
H0: Slope and Correlation are both zero
H1: Slope and Correlation are both not zero
Results:
What is the correlation coefficient? Use 4 decimal places in
answer.
r =
What percent of the variation of absences are explained by the
model? Round to nearest hundredth percent (i.e. 65.31%).
R2=
What is the equation for the regression line? Use 2 decimal places
in answers.
Diastolic = (Systolic) +
State the p-value. Round answer to nearest hundredth percent (i.e.
2.55%).
p-value =
Conclusion:
We sufficient evidence to support the claim that the
correlation coefficient and slope of the regression line are both
statistically different than zero (p 0.05).
(Use “have” or “lack” for the first blank and “<” or “>” for
the second blank.)
The statistical software output for this problem is:
Simple linear regression results:
Dependent Variable: Diastolic
Independent Variable: Systolic
Diastolic = 20.752817 + 0.48186343 Systolic
Sample size: 12
R (correlation coefficient) = 0.7583533
R-sq = 0.57509972
Estimate of error standard deviation: 5.9920008
Parameter estimates:
Parameter | Estimate | Std. Err. | Alternative | DF | T-Stat | P-value |
---|---|---|---|---|---|---|
Intercept | 20.752817 | 16.061723 | ? 0 | 10 | 1.2920667 | 0.2254 |
Slope | 0.48186343 | 0.13097726 | ? 0 | 10 | 3.6789855 | 0.0043 |
Analysis of variance table for regression
model:
Source | DF | SS | MS | F-stat | P-value |
---|---|---|---|---|---|
Model | 1 | 485.95927 | 485.95927 | 13.534934 | 0.0043 |
Error | 10 | 359.04073 | 35.904073 | ||
Total | 11 | 845 |
Hence,
r = 0.7584
R2 = 57.51%
Diastolic = 0.48*Systolic + 20.75
p - value = 0.43%
Have; <
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