Distances from the centre of the distribution

The population standard deviation is similar to the root mean square error but summarises the distances of the values from the centre of their distribution. It summarises the spread of values in the data.

population standard deviation   =  

This can be illustrated graphically — the squared standard deviation is the average of the squared distances of values to their mean:

Standard deviations in reports are likely to be sample standard deviation.