Is a causal relationship assumed between the independent (predictor) variables and the dependent (response) variable? What unexpected

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Is a causal relationship assumed between the independent (predictor) variables and the dependent (response) variable? What unexpected or uncontrollable factors might have influenced the results? What competing explanations are explored?

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