4.3 Takeways

Not only is correlation not indicative of causation, but spurious correlations abound, often driven by smoothing, trends, or short sample sizes. Some null hypotheses are more stringent than others, but the simple methods like cor.test() assume independent samples, which is hardly ever verified in the geosciences. Make sure you carefully match your null hypothesis to your data/problem.