In: Statistics and Probability
The following data represent the concentration of dissolved organic carbon (mg/L) collected from 20 samples of organic soil. Assume that the population is normally distributed. Complete parts (a) through (c) on the right. 15.42 29.80 27.10 16.51 10.30 8.81 10.30 20.46 14.90 33.67 30.91 14.86 11.40 15.35 9.72 19.80 14.86 8.09 5.30 18.30 (a) Find the sample mean. The sample mean is nothing . (Round to two decimal places as needed.) (b) Find the sample standard deviation. The sample standard deviation is nothing . (Round to two decimal places as needed.) (c) Construct a 95 % confidence interval for the population mean mu . The 95 % confidence interval for the population mean mu is (nothing ,nothing ,). (Round to two decimal places as needed.)
Solution:
We are given a data of sample size n=20.
15.42 29.80 27.10 16.51 10.30 8.81 10.30 20.46 14.90 33.67 30.91 14.86 11.40 15.35 9.72 19.80 14.86 8.09 5.30 18.30
a)Find sample mean
=
=
=
= 16.793= 16.80
The sample mean is 16.80.
b)Find sample SD
s=
=
= 8.06
(Using given data, find Xi- for each term.take squre for each.then we can easily find s.)
The sample standard deviation is s= 8.06
c)Confidence interval for population mean() using t distribution
Given that,
= 16.80 ....... Sample mean
s = 8.06 ........Sample standard deviation
n = 20 ....... Sample size
Note that, Population standard deviation() is unknown..So we use t distribution.
Our aim is to construct 95% confidence interval.
c = 0.95
= 1- c = 1- 0.95 = 0.05
/2 = 0.05 2 = 0.025
Also, n = 20
d.f= n-1 = 19
= = = 2.093
( use t table or t calculator to find this value..)
Now , confidence interval for mean() is given by:
16.80 - 2.093*(8.06/ 20) 16.80 + 2.093*(8.06/ 20)
16.80-3.77 < < 16.80+3.77
13.03 < < 20.57
The 95 % confidence interval for the population mean mu is (13.03,20.57)