To revise the standard deviation after removing a sample, it's essential to know the previous standard deviation, mean, and the original sample size. The discussion highlights that without the original sample size, calculating the new standard deviation is not feasible. The revised mean can be calculated using the formula that adjusts for the removed value. Additionally, the original summation of squares is needed to determine the new standard deviation accurately. Overall, clarity on the original sample size is crucial for this calculation.