Student's T-Distribution is a probability distribution used in statistics to estimate population parameters when the sample size is small and the population standard deviation is unknown. It is particularly useful for small sample sizes because it accounts for the additional uncertainty by having heavier tails than the normal distribution, which increases the likelihood of observing values far from the mean.