Correlation — When Pearson’s r Is Not Enough

Comparison of various correlation methodologies

Farzad Mahmoodinobar
Towards Data Science
15 min readFeb 1, 2023

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Only One Key Will Unlock, by DALL.E 2

We are very familiar with the phrase “correlation does not imply causation” but let’s go through a real example to understand what implications confusing correlation with causation can have. In February 1998, a paper was published claiming a causal association between certain vaccines and autism in children…

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