Elkay said:
I was given an assignment dealing with finding standard deviation. From the example given, I was able to do the assignment and get the correct answers, but I still don't understand standard deviation or its importance.
Could someone explain standard deviation to me, or at least point me to a good site that can explain the concept? Thanks.
Standard deviation is supposed to given an idea of how far apart the data are from each other. For example, let's say you score a 50, 75, and 100 on three tests. Your average will be 75, but your standard deviation will be quite high. If you score 76, 74, 75, then your average is still 75, but your s.d. is much lower. Standard deviation, you could say, gives you an idea of the consistency or precision. Also, in an experiment, you expect to have a normal distribution of data. Now, in all normal curves, between 3 standard devations of the mean (so between \bar x - 3\sigma and \bar x + 3\sigma) you expect about 99% of the data, between 2 s.d. you expect about 95%, and between 1 s.d. you expect something like 68%. So, it's a good way to see if your data matches a normal distribution.
The standard deviation is also used as a statistical measure of error. Like I mentioned, it measures precision. If your data is really spread apart (imprecise) then the s.d. will tell you that, and so when reporting your mean experimental value, you might have to report a high error because of the imprecise nature of your data.
I'm sure there are many other uses of the standard deviation.
There is a
wikipedia article you may want to check out, and I'm sure you can do some searching on the net to find more info. If you want,
here is the site I was given in my Physics Lab to understand how to deal with error, and there is some discussion on Gaussian/Normal curves, standard deviation, etc.