Statistical significance shows the probability of a relationship between variables, but not the magnitude of the relationship. Practical significance is about whether the independent variable’s effect on the dependent variable is big enough, in a real-world sense, to prompt a change, such as undertaking a new online ad campaign or implementing a new premium-pricing strategy.