The shape of a sampling distribution can be affected by sample size, population variability, and the sampling method used. Larger sample sizes tend to result in a sampling distribution that is more similar to the population distribution, while smaller sample sizes may have more variability. A population with high variability will also result in a sampling distribution with a wider spread of values.