In: Statistics and Probability
Describe how to obtain a sample of eight people in that classroom so that the result is a sample of the given type. (You should have two answers, one for each type)
a. Systematic sample
b. Stratified sample
..real stuck will give you great feedback and thumbs up
Systematic
sampling: Suppose that the N units in
the population are numbered 1 to N in some order. Suppose N=nk
where n is the sample size and k is an integer. A number is taken
at random from the number 1 to k using random number table. Suppose
random number is i is obtaineed. Then the
systametic sample will contain n units with serial number
{i, i+k, i+2k,.....,(n-1)k}.
Thus the sample consist of the first unit selected at random and
every kth unit thereafter.
Suppose we have population of size N=24 with population
units {X1, X2, .......,X24}
Sample size n=8
Therefore k=3
Let random number selected is 2
Then the sample units are {X2, X5,
X8, X11, X14, X17,
X20, X23}
Stratified Sampling: In stratified sampling the population of N units is first divided into subpopulation of N1, N2,.....NL units. These sub population is non-overlapping and together they comprise the whole population. When the strata have been determined sample is drawn from each strata. Say n1, n2,......nL be the sample size drawn from i th strata respectively and together they comprise the desired sample size that is n1+n2+....+nL=n
Again let we have population of size N=24 with
population units {X1, X2,
.......,X24}
Sample size n=8
Let us devide the population in 3 stratas
Say,
Let us take 2 , 3 , 3 samples from the strata respectively.
we select sample units ramdomly within strata
Suppose we get {X2 , X7} from strata 1 ,
{X11, X12,X14} from strata 2 and
{X17, X23, X24} from strata
3
Then our sample of size 8 is {X2 , X7,
X11, X12,X14, X17,
X23, X24}