If you’re starting to read research papers and don’t have a background in statistics, you may be finding some of the many letters, tables and symbols somewhat off-putting. It is an unfortunate fact that many really great research papers look and feel inaccessible to those who might find them most useful because they are impenetrable at first, second and even third glance (we certainly find this, sometimes). As part of our work at Cambridge Maths is reading and pondering over oodles of research, an observer might smile at the amount of time we spend frowning over tables and symbols as we try to puzzle out exactly what is going on. This happens to everyone, in our experience. But, please, be undaunted: one place to start is to consider some of the most common statistical techniques and letters used when doing quantitative research (counting stuff) – here are some of the ones we come across most often.
n is the number of something, sometimes called frequency – usually the total number of people or things in the study. An n=1 study would be a single-subject study with just one person in it; n = 66,000,000 would be a study of approximately all the current inhabitants of the UK.
s, sd or σ is standard deviation, which is a measure of how spaced or spread out the data is. A low value means the data is quite close to the middle, while a high value means it’s not. (It is important to remember that ‘low’ is in context of the data being used). It’s ‘standard’ because if the underlying data is shaped in a bell curve (the shape that data makes the most often), we can say the same thing for any dataset:
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)
This means you can in some way compare spread across all kinds of different data sets (very cool). Data further than two standard deviations away from the mean (the middle) are sometimes said to be ‘significant’ (stats term for ‘worth poking around in’). Look out for the sample standard deviation (the spread of the data in the researcher’s sample) versus the population standard deviation (the spread of data in the whole population as far as is known).
significance level or α value is the cut-off point that the researcher has used to try to tell whether something is likely to have been an actual effect of the thing they’re studying, or just happened by chance. Significance levels tend to be 0.05, 0.01 or 0.001, which means the probability of this particular event (or a more extreme example) happening by chance is around 5%, 1% or 0.1%. A smaller critical value therefore suggests a higher degree of confidence that the effect is likely to be important, rather than just by chance. Good research should usually set a significance before it starts, otherwise the researchers run the risk of ‘adjusting down’ to make it look like the results say something. A result that is very close to a boundary is not generally very reliable.
T or the test statistic is a value calculated from the data so that the researcher can test for significance (‘is this data saying anything important?’). The researcher chooses a model to fit based on key assumptions about the data and then does the test by comparing to that model. Common tests are the t-test or z-test.
p or p values are probabilities (hence p) of a test statistic occurring by chance. They are found from T values of different tests and compared to the chosen critical value to decide if a result is significant. A massive p value (like 0.5) would mean that the experiment is pretty useless at telling you anything.
F or F-test is a way of comparing two groups (often a small subset of the population to the populations) to see if the differences in one are interesting or different compared to the differences in another.
X2 (chi-squared) or X2 test (often looks very intimidating with lots of tables) is a more general test and can be used for data that is not numerical. For a set of data sorted into discrete groups, a chi-squared test asks ‘Are these results very different to what we would expect to happen if there was no relationship here?’ You calculate ‘expected frequencies’ (how many items would we expect in each group if it were to happen by chance?) and then calculate the ‘actual frequencies’ (how many times has this happened in our data?) and compare the two. Big differences might suggest a relationship between categories; small differences might suggest nothing but chance is going on and the things probably aren’t related. Look out for cells in the table that have small frequencies – lots less than 5 probably means there isn’t enough data to make any real conclusions.
r is also known as Pearson’s correlation coefficient, which is a very fancy way of saying ‘how related two things are to one another according to the data’. (r technically means the correlation coefficient for the sample, rather than the whole population.) It can take any value between -1 and 1, where values around 0 mean ‘there probably isn’t a relationship’ and values nearer -1 or 1 mean ‘there probably is some kind of relationship’. For example, you would expect a correlation between a person’s handspan and their height (a larger handspan means a greater height is a bit more likely), although it wouldn’t be a very strong one – see below for an example group of data. Here, r = 0.56, which is not that strong. Roughly, you might call an r value of 0.6 or greater ‘strong’ and 0.8 or greater ‘very strong’. Negative r values work in the same way, they just suggest a different kind of relationship – as one thing increases, the other tends to decrease, like the miles you travel and the amount of patience you have for your children asking if you’re there yet. BEWARE the very common fallacy of ‘correlation implies causation’, though! People sometimes (wrongly) suggest that their large r value means that one thing ‘causes’ another, when actually it just means they might be related in some way. You can have a lot of fun with sites like this and this, which play with correlations.
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)