A hot topic recently, at least among those who benchmark or report on disability experience, has been the existence and direction of any disability benefits changes in recent years. This Research Insights discusses the difference between identifying true, significant differences in STD experience compared to artifacts of sample size and distribution. And what about attribution to cause for benefits fluctuations? The discussion warns against substituting speculation and conjecture for real statistical explanation.