In: Statistics and Probability
Biologist in modern days usually use the term “oxygen demand” to explain the amount of oxygen that is needed by aquatic organism to survive life. A group of biological scientist conducted a study in a particular swam area in order to know the average mean of oxygen needed by this aquatic organism in that area for survival. The scientist decided to take a random sample of 45 aquatic organisms in this area and measure the oxygen needed for their survival in mg/L. Conduct a confidence interval for true mean of oxygen needed for survival in this area. The data are shown below in mg/L. 8.4 7.9 9.2 9.1 8.6 9.0 9.5 9.4 8.9 8.9 9.4 8.5 8.7 8.8 9 9.3 9.5 9.5 8.6 8.9 8.4 7.9 9.2 9.5 9.6 9.2 9.1 8.6 8.7 8.5 9.2 8.7 8.8 8.6 9.2 8.8 7.9 8.9 9.1 9.5 8.8 8.9 9.2 9.1 9.4
Answer : 95% confidence interval for true mean = ( 8.8013 , 9.0609 )
Explanation:
To find the confidence interval for true mean, consider the 95% confidence level (i.e alpha = 0.05 )
Now the fromula for confidence interval is
Where is sample mean, n is sample size and s is sample standard deviation.
t is table value from t distribution table with n-1 df and alpha = 0.05
Here we use t distribution because the population standard deviation is unknown.
Summary statistics of given data in excel
Column1 | |
Mean | 8.931111 |
Standard Error | 0.064418 |
Median | 8.9 |
Mode | 9.2 |
Standard Deviation | 0.432131 |
Sample Variance | 0.186737 |
Kurtosis | 0.219814 |
Skewness | -0.65558 |
Range | 1.7 |
Minimum | 7.9 |
Maximum | 9.6 |
Sum | 401.9 |
Count | 45 |
from this = 8.931111 and s = 0.432131, n = 45
t = 2.0154 ... ( from table with df = 44 and alpha = 0.05)
Also can be obtained in excel =TINV(0.05,44) = 2.0154
= (8.801281 , 9.060938 ) = ( 8.8013 , 9.0609 ) ... rounded to 4 decimals
MINITAB output for reference:
One-Sample T: k
Variable N Mean StDev SE Mean 95% CI
k 45 8.9311 0.4321 0.0644 (8.8013, 9.0609)
Same output is obtained.