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What qualities are required to demonstrate causation?

The first three criteria are generally considered as requirements for identifying a causal effect: (1) empirical association, (2) temporal priority of the indepen- dent variable, and (3) nonspuriousness. You must establish these three to claim a causal relationship.

What is the only way to demonstrate causation?

The purest way to establish causation is through a randomized controlled experiment (like an A/B test) where you have two groups — one gets the treatment, one doesn't.

What are the three criteria that are required for a causal claim?

To establish causality you need to show three things–that X came before Y, that the observed relationship between X and Y didn't happen by chance alone, and that there is nothing else that accounts for the X -> Y relationship.

Which of the following are conditions for determining causality in research studies?

There are three conditions for causality: covariation, temporal precedence, and control for “third variables.” The latter comprise alternative explanations for the observed causal relationship.