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प्रश्न
Explain in detail about simple random sampling with a suitable example
उत्तर
Simple random sampling:
In this technique, the samples are selected in such a way that each and every unit in the population has an equal and independent chance of being selected as a sample.
Simple random sampling may be done, with or without replacement of the samples selected.
In a simple random sampling with replacement, there is a possibility of selecting the same sample any number of times.
So, simple random sampling without replacement is followed.
Thus in simple random sampling from a population of N units
The probability of drawing any unit at the first draw is `1/"N"`, the probability of drawing any unit in the second draw from among the available (N – 1) units is `1/(("N"-1))`, and so on.
Several methods have been adopted for random selection of the samples from the population.
Of those, the following two methods are generally used and which are described below.
1. Lottery method
This is the most popular and simplest method when the population is finite.
In this method, all the items of the population are numbered on separate slips of paper of the same size, shape and colour.
They are folded and placed in a container and shuffled thoroughly.
Then the required numbers of slips are selected for the desired sample size.
The selection of items thus depends on chance.
For example, if we want to select 10 students, out of 100 students, then we must write the names/roll number of all the 100 students on slips of the same size and mix them, then we make a blindfold selection of 10 students.
This method is called unrestricted random sampling because units are selected from the population without any restriction.
This method is mostly used in lottery draws.
If the population or universe is infinite, this method is inapplicable.
2. Table of Random number
When the population size is large, it is difficult to number all the items on separate slips of paper of same size, shape and colour.
The alternative method is that of using the table of random numbers.
The most practical, easy and inexpensive method of selecting a random sample can be done through “Random Number Table”.
The random number table has been so constructed that each of the digits 0, 1, 2, …, 9 will appear approximately with the same frequency and independently of each other.
The various random number tables available are
- L.H.C. Tippett random number series
- Fisher and Yates random number series
- Kendall and Smith random number series
- Rand Corporation random number series.
Tippett’s table of random numbers is most popularly used in practice.
An example to illustrate how Tippett’s table of random numbers may be used is given below.
Suppose we have to select 20 items out of 6,000. The procedure is to number all the 6,000 items from 1 to 6,000.
A page from Tippett’s table may be selected and the first twenty numbers ranging from 1 to 6,000 are noted down.
If the numbers are above 6000, choose the next number ranging from 1 to 6000.
Items bearing those numbers will be selected as samples from the population.
Making use of the portion of the random number table given, the required random samples are shaded.
Here, we consider row-wise selection of random numbers.
2952 | 6641 | 3992 | 9792 | 7969 | 5911 | 3170 | 5624 |
4167 | 9524 | 1545 | 1396 | 7203 | 5356 | 1300 | 2693 |
2670 | 7483 | 3408 | 7262 | 3563 | 1089 | 6913 | 7991 |
0560 | 5246 | 1112 | 6107 | 6008 | 8125 | 4233 | 8776 |
2754 | 9143 | 1405 | 9025 | 7002 | 6111 | 8816 | 6446 |
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1904 | 1559 | 3473 | 1735 | 2760 |
2041 | 1612 | 1753 | 1855 | 4439 |
5090 | 1085 | 1823 | 2346 | 1523 |
1211 | 1360 | 1110 | 2152 | 1183 |
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4248 | 1812 | 1264 | 1183 | 1171 |
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1293 | 1365 | 1146 | 3222 | 1396 |
Monthly Household Expenditure (in Rupees) on Food of 50 Households
Find the number of households whose monthly expenditure on food is
(b) more than Rs 3000
(c) between Rs 1500 and Rs 2500