Assuming your samples are not biased, 1000 subjects are generally far more than are necessary to demonstrate an effect. People who complain about sample size are generally not that well-educated in statistics.
A well-educated person in statistics would also mention that it requires a certain class of distribution. This is one of Nassim Taleb's favourite subject (imagine computing the average net worth of a random group of people and suddenly Bill Gates is among them)