Simple Random Sample - Distinction Between A Systematic Random Sample and A Simple Random Sample

Distinction Between A Systematic Random Sample and A Simple Random Sample

In a simple random sample, one person must take a random sample from a population, and not have any order in which one chooses the specific individual.

Let us assume you had a school with 1000 students, divided equally into boys and girls, and you wanted to select 100 of them for further study. You might put all their names in a bucket and then pull 100 names out. Not only does each person have an equal chance of being selected, we can also easily calculate the probability of a given person being chosen, since we know the sample size (n) and the population (N):

1. In the case that any given person can only be selected once ie. after selection person is removed from the selection pool (basic probability):


\begin{align}
P(n)
&= 1 - \frac{N-1}{N} \cdot \frac{N-2}{N - 1} \cdot \cdots \cdot \frac{N-n}{N - (n - 1)} \\
&\stackrel{Canceling}{=} 1 - \frac{N - n}N \\
&= \frac nN \\
&= \frac{100}{1000} \\
&= 10\%
\end{align}

2. In the case that any selected person is returned to the selection pool ie. can be picked more than once (Geometric distribution):


P(n) = 1-(1-\frac{1}{N})^n = 1 - \left(\frac{999}{1000}\right)^{100} = 0.0952\dots \approx 9.5\%

This means that every student in the school has in any case approximately 1 in 10 chance of being selected using this method. Further, all combinations of 100 students have the same probability of selection.

If a systematic pattern is introduced into random sampling, it is referred to as "systematic (random) sampling". For instance, if the students in our school had numbers attached to their names ranging from 0001 to 1000, and we chose a random starting point, e.g. 0533, and then pick every 10th name thereafter to give us our sample of 100 (starting over with 0003 after reaching 0993). In this sense, this technique is similar to cluster sampling, since the choice of the first unit will determine the remainder. This is no longer simple random sampling, because some combinations of 100 students have a larger selection probability than others - for instance, {3, 13, 23, ..., 993} has a 1/10 chance of selection, while {1, 2, 3, ..., 100} cannot be selected under this method.

Read more about this topic:  Simple Random Sample

Famous quotes containing the words distinction between a, distinction between, distinction, systematic, random, sample and/or simple:

    There is all the difference in the world between the criminal’s avoiding the public eye and the civil disobedient’s taking the law into his own hands in open defiance. This distinction between an open violation of the law, performed in public, and a clandestine one is so glaringly obvious that it can be neglected only by prejudice or ill will.
    Hannah Arendt (1906–1975)

    There appears to be but two grand master passions or movers in the human mind, namely, love and pride. And what constitutes the beauty or deformity of a man’s character is the choice he makes under which banner he determines to enlist himself. But there is a strong distinction between different degress in the same thing and a mixture of two contraries.
    Sarah Fielding (1710–1768)

    What! Would you make no distinction between hypocrisy and devotion? Would you give them the same names, and respect the mask as you do the face? Would you equate artifice and sincerity? Confound appearance with truth? Regard the phantom as the very person? Value counterfeit as cash?
    Molière [Jean Baptiste Poquelin] (1622–1673)

    Every nation ... whose affairs betray a want of wisdom and stability may calculate on every loss which can be sustained from the more systematic policy of its wiser neighbors.
    James Madison (1751–1836)

    ... the random talk of people who have no chance of immortality and thus can speak their minds out has a setting, often, of lights, streets, houses, human beings, beautiful or grotesque, which will weave itself into the moment for ever.
    Virginia Woolf (1882–1941)

    The present war having so long cut off all communication with Great-Britain, we are not able to make a fair estimate of the state of science in that country. The spirit in which she wages war is the only sample before our eyes, and that does not seem the legitimate offspring either of science or of civilization.
    Thomas Jefferson (1743–1826)

    I don’t believe any more in democracy. But I can’t believe in the old sort of aristocracy, either, nor can I wish it back, splendid as it was. What I believe in is the old Homeric aristocracy, when the grandeur was inside a man, and he lived in a simple wooden house.
    —D.H. (David Herbert)