And, they all have the same mean, variance, deviation, correlation and lineair regression!
What is this saying us? The statistician Francis Anscombe suggested this quartet to demonstrate the importance of graphical data analysis and the effect of outliers before they decide on a statistical analysis on the basis of their characteristics. The data sets show that the simple statistical characteristics are not always sufficient in order to describe the data.
Conclusion
Be very cautious showing numbers in General Business Metrics and KPI's in your report and your dashboards. Tell the whole story behind a KPI or Business metric and do not only show a number.
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