I did a review of a research paper, and in it, the authors casually used a standard deviation value. But, the data itself was not following a standard deviation, and so the metric was useless. There was no analysis as to whether the data matched a normal distribution. In places, in research, I do detect a lack of understanding of good old maths for data distributions, and where some just reach for the latest k-means…
