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Are informal causal hypothesis allowed under the potential outcome framework?
Speculative explanations are allowed under PO, because PO allows form partial quantification of outcomes, Y(xc), under counterfactual actions embedded in ordinary language. Consider: "An effect of taking an action, xj, rather than another action, xk, on an outcome measure, Y, is a numerical contrast of the measure under two different actions."