Question

In: Statistics and Probability

Describe how to obtain a sample of eight people in that classroom so that the result...

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

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Solutions

Expert Solution

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}


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