1. Why the t-distribution? When we donโt know the population variance, we estimate it using the sample variance (s^2). However, using this directly in a normal distribution-based CI would underestimate the true uncertainty involved. The t-distribution, with its โfatter tailsโ compared to the normal distribution, accounts for this extra uncertaintyโฆ