Use a t-statistic, with degrees of freedom
for inference for a population mean:
Use a t-statistic, with degrees of freedom for inference for the difference in two paired (dependent) means:
Note that is often 0, since often
As the sample size increases the standard error will decrease, which increases the test statistic, and hence decreases the p-value
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