In practice, lift > 1 is the minimum bar. Most practitioners filter to lift > 1.2 or higher depending on the dataset. A rule with high confidence but lift near 1.0 is misleading: the consequent is just popular, and the antecedent is not really driving the co-occurrence. Lift corrects for this base r