In: Statistics and Probability
Salt-free diets are often prescribed to people with high blood pressure. The following data values were obtained from an experiment designed to estimate the reduction in diastolic blood pres- sure as a result of consuming a salt-free diet for 2 weeks. Assume diastolic readings to be normally distributed.
(a) Calculate a 90% confidence interval for the mean
reduction.
(b) Is there evidence that diastolic blood pressure is reduced by
having salt-free diets, use α = 0.05.
Patients A. B. C. D. E. F. G. H
Before. 93. 106 87 92 102 95 88 110
After. 92. 102 89 92 101 96 88 105
(a) From the Data: = -1 and Sd = 2.3905
= 0.10, the degrees of freedom = n – 1 = 7
The critical value = 1.895
The Confidence interval is given by ME
The Lower Limit = -1 – 1.602 = -2.602
The Upper Limit = -1 + 1.602 = 0.602
The 90% Confidence interval is (-2.602, 0.602)
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(b) The Hypothesis:
H0: = 0 : The test preparation has no effect on the scores.
Ha: < 0: The test preparation has an effect on the scores.
This is a left tailed test
The Test Statistic: Since sample size is small, and population std. deviation is unknown, we use the students t test.
The p value: (Left tailed) at t = -1.18, degrees of freedom = n -1 = 8 - 1 = 7 is p value = 0.1383
The Critical values: (Left Tail) for = 0.05, df = 7 is -1.895
The Decision Rule: If t observed is < -t critical, Then reject H0.
Also if P value is < , Then Reject H0.
The Decision: Since t observed (-1.18) is > t critical (-1.895), We fail to Reject H0.
Also since P value (0.1383) is > (0.05) , We Fail to Reject H0.
The Conclusion: There isn't sufficient evidence at the 95% significance level to conclude that the diastolic blood pressure is reduced by having salt free diets.
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Calculation for the mean and standard deviation:
Mean = Sum of observation / Total Observations
Standard deviation = SQRT(Variance)
Variance = Sum Of Squares (SS) / n - 1, where SS = SUM(X - Mean)2.
# | Difference | Mean | (X-Mean)2 |
1 | -1 | -1 | 0 |
2 | -4 | -1 | 9 |
3 | 2 | -1 | 9 |
4 | 0 | -1 | 1 |
5 | -1 | -1 | 0 |
6 | 1 | -1 | 4 |
7 | 0 | -1 | 1 |
8 | -5 | -1 | 16 |
n | 8 |
Sum | -8 |
Mean | -1 |
SS | 40 |
Variance | 5.7143 |
Std Dev | 2.3905 |