In: Math
Give and interpret the 95% confidence intervals for males and a second 95% confidence interval for females on the SLEEP variable. Which is wider and why?
Known values for Male and Female:
Males: Sample Size = 17; Sample Mean = 7.765; Standard Deviation = 1.855
Females: Sample Size = 18; Sample Mean = 7.667; Standard Deviation = 1.879
Using t-distribution considering sample sizes (Male/Female count) are less than 30
1) For
males
n = 17 Sample
Size
X̅ = 7.765 Sample
Mean
s = 1.855 Sample Standard
Deviation
For 95% confidence interval,
α = 1 - 0.95 =
0.05
Finding 95% confidence interval of the mean using t
Distribution
Confidence interval for mean is given using Excel function
CONFIDENCE.T
is
given by Excel function
CONFIDENCE.T
X̅ ± CONFIDENCE.T(α, s,
n)
= 7.765 ± CONFIDENCE.T(0.05, 1.855,
17)
= 7.765 ±
0.9538
= (6.8112,
8.7188)
95% confidence interval of the mean percentage using t
Distribution = (6.8112,
8.7188)
2) For
females
n = 18 Sample
Size
X̅ = 7.667 Sample
Mean
s = 1.879 Sample Standard
Deviation
For 95% confidence interval,
α = 1 - 0.95 =
0.05
Finding 95% confidence interval of the mean using t
Distribution
Confidence interval for mean is given using Excel function
CONFIDENCE.T
is given by Excel function
CONFIDENCE.T
X̅ ± CONFIDENCE.T(α, s,
n)
= 7.667 ± CONFIDENCE.T(0.05, 1.879,
18)
= 7.667 ±
0.9344
= (6.7326,
8.6014)
95% confidence interval of the mean percentage using t
Distribution = (6.7326,
8.6014)
Of the two confidence intervals, the one for the males have a
greater difference between the lower and upper
bounds
Hence, the confidence interval for the males is
wider.
This is because, the sample size for males is lower, hence, the
Margin of Error given by is high