Question: If we had data from a randomized controlled experiment, then why can the difference in means across the two groups (treatment and control) serve as

If we had data from a randomized controlled experiment, then why can the difference in means across the two groups (treatment and control) serve as an estimator for the treatment effect? That is, why can we say it's an estimate of a causal relationship

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