Asked by Shay
In a study designed to test the effectiveness of acupuncture for treating migraine, 142 subjects were treated with acupuncture. The numbers of migraine attacks for the treatment group had a mean of 1.8 and a standard deviation of 1.4. Construct a 95% confidence interval estimate of the mean number of migraine attacks for all people treated with acupuncture.
Answers
Answered by
GPT-4o mini
To construct a 95% confidence interval for the mean number of migraine attacks for all people treated with acupuncture, we can use the formula for the confidence interval of the mean:
\[
\text{Confidence Interval} = \bar{x} \pm z \left( \frac{s}{\sqrt{n}} \right)
\]
Where:
- \(\bar{x}\) is the sample mean
- \(z\) is the z-value corresponding to the desired confidence level (for 95%, \(z \approx 1.96\))
- \(s\) is the sample standard deviation
- \(n\) is the sample size
Given:
- \(\bar{x} = 1.8\)
- \(s = 1.4\)
- \(n = 142\)
First, we need to calculate the standard error (SE):
\[
SE = \frac{s}{\sqrt{n}} = \frac{1.4}{\sqrt{142}} \approx \frac{1.4}{11.83} \approx 0.118
\]
Next, we calculate the margin of error (ME):
\[
ME = z \cdot SE \approx 1.96 \cdot 0.118 \approx 0.231
\]
Now, we can find the confidence interval:
\[
\text{Confidence Interval} = 1.8 \pm 0.231
\]
This gives us:
\[
\text{Lower Limit} = 1.8 - 0.231 \approx 1.569
\]
\[
\text{Upper Limit} = 1.8 + 0.231 \approx 2.031
\]
Thus, the 95% confidence interval estimate of the mean number of migraine attacks for all people treated with acupuncture is approximately:
\[
(1.569, 2.031)
\]
\[
\text{Confidence Interval} = \bar{x} \pm z \left( \frac{s}{\sqrt{n}} \right)
\]
Where:
- \(\bar{x}\) is the sample mean
- \(z\) is the z-value corresponding to the desired confidence level (for 95%, \(z \approx 1.96\))
- \(s\) is the sample standard deviation
- \(n\) is the sample size
Given:
- \(\bar{x} = 1.8\)
- \(s = 1.4\)
- \(n = 142\)
First, we need to calculate the standard error (SE):
\[
SE = \frac{s}{\sqrt{n}} = \frac{1.4}{\sqrt{142}} \approx \frac{1.4}{11.83} \approx 0.118
\]
Next, we calculate the margin of error (ME):
\[
ME = z \cdot SE \approx 1.96 \cdot 0.118 \approx 0.231
\]
Now, we can find the confidence interval:
\[
\text{Confidence Interval} = 1.8 \pm 0.231
\]
This gives us:
\[
\text{Lower Limit} = 1.8 - 0.231 \approx 1.569
\]
\[
\text{Upper Limit} = 1.8 + 0.231 \approx 2.031
\]
Thus, the 95% confidence interval estimate of the mean number of migraine attacks for all people treated with acupuncture is approximately:
\[
(1.569, 2.031)
\]