The t distribution (aka, Student's t-distribution) is a probability distribution that is used to estimate population parameters when the sample size is small and/or when the population variance is unknown.
It was developed by Willam Sealy Gosset in 1908.
The formula is used when n<30 and the population standard deviation is unknown.