Statsly
association

Pearson correlation

Measure linear association between two continuous variables.

Requirements

  • two continuous variables
  • rough linear pattern

Avoid when

  • ordinal variables
  • strong outliers
  • curved association

Formula

r = cov(x,y) / (sₓsᵧ)

Interpretation

r ranges from -1 to 1; p tests r = 0.

Worked example

Estimate the linear association between age and systolic blood pressure.

Open example datasets