Levels of evidence ladder. First level (clearest evidence): A/B tests (a.k.a statistical experiments). Second level (reasonable level of evidence): Quasi-experiments (including Difference-in-differences, matching, controlled regression). Third level (weakest level of evidence): Full estimation of counterfactuals. Bottom of the chart: descriptive statistics—provides no direct evidence for causal relationship.
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