A graph of the effect of sample size on the standard error for a standard deviation of 10 is shown below:

As you can see, the function levels off. Increasing the sample size by a few subjects makes a big difference when the sample size is small but makes much less of a difference when the sample size is large. Notice that the graph is consistent with the formulas. If σ