Which statement best describes the meaning of statistical significance?

a. The observed relationship has important practical implications.

b. That we observed a relationship in our sample.

c. That our sample is representative of the population.

d. There is a very small chance (approx. 5%) that the effect we observed in our sample does not represent the effect in the population.