Thursday, March 29, 2007

Representativeness of a sample

POST 3
In the earlier post we said that if a large population is to be considered some individuals from it should be selected that represent the population. How does one achieve that? How do we make sure that the sample we are choosing is representative of the population? This post is going to deal with exactly that – The Representativeness of a sample.

While choosing a sample, it is important that we define the characteristics of the population which should appear in the sample, i.e. we should know what it is that should be represented in the sample.

For example if a person wants to study the opinion of students on the current education system, in this the only characteristic of the population that is observed is that the population is going to be of students, but then selecting the sample becomes very difficult as there are so many students, nothing is specified with respect to their location, level etc, so technically the whole possible population of students existing comes into picture. To avoid such a situation one should try to present relevant characteristics of a population. On the other hand it should also be kept in mind that considering too many characteristics will make choosing a sample difficult as each item in the sample will need to exhibit those characteristics. In this case it could begin by stating characteristics that are going to be dealt with by the researcher, for e.g. the academic level of students, their intelligence level, their location, their gender etc.

As we go on listing the characteristics of the population we should also decide up to what extent the sample must represent the population. It means we need to decide whether all or some of the listed characteristics should appear in the sample. Ideally if all the desired characteristics appear in the sample it would render a highly representative sample. But this may not be possible sometimes due to limited costs or convenience.

Representativeness of a sample has implications on the generalisability of results, because if a sample is not representative of a population, then the results for that sample might not generalise to that population.

Or it could also be said that the results of that sample will be applicable only to that sample and other samples similar to them.

8 comments:

Devika Mehta said...

Hi! good morning
Imagine me studying about nothing but reserach early in the morning.
No but seriously, I am liking the way you are teaching about sampling. Thanks for keeping the language so simple.tc...happy teaching...;)

Hemangi said...

Awwww..thanks i'm motivated to teach now..!
I hope you are motivated too to learn ..(of course u are..you're checking my blog early in the morning :)!!

Shalini M said...

Hi! Great job Hemangi...i like the way you write and make everything seem so simple. Its nice when a very tedious topic like sampling can be taught in such an interesting manner. Hope there are alot more fun things to do.. (*with ref to sampling...and im sure there is)

Aditee Moghe said...

Hi Hemangi,
I was waiting for power to come at my place since morning...b'coz i was curious about the next post by you! n after reading it, I am sure that this type of learing is very much interesting...in fact, you are making it interesting! I think for us the topic is being taught by a friend!

Anushree Shah said...

Hey Hemangi, I too join the wagon of appreciating your efforts to make the topic so simple for us to learn.
I have a query, I dont know whether you are going to cover it later... but is there a specified ratio of a sample with that of the population? or is it totally on the researcher's discretion as to how many samples does he want to conduct his research on?

vandana said...

hello hemangi!!
you have made the difficult subject so simple dat am enjoying it.... n language is also very simple to understand. looking forward for more fun (of course along with teaching)bye... tc..:)

madhuri said...

hello hemangi!
good morning....
Thanks for teaching us this difficult subject...i was finding it difficult but now i think your way of teaching will create intrest in me for this subject... and you will get all your assinments in time..(hope so)actually i am hostelite and on sunday i wont be able to post you any assinment, because not a single cyber is open on sunday.. so please consider it.....thanks. hope you will co-operate.

$neh! said...

hi!!!!!!good norning!!!!!!!
thanks a lot hemangi....u r teaching such a hard topic in simpler way 2 us...u know v r motivated to learn through bloggssss......m posting all d assnmnts today.... i hope u will cooperate me..as i don hav net at hostelll...

byeeee...
t.c.