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The very first difference between causal & mechanistic analysis is because of their goals. The causal analysis has different variables that are linked with each other. When these variables find a relationship between them, there can be some causes and effects in the result. The goal of causal analysis is to work on the cause and effects of having a relation between several variables. From available variables, you need to see which one is dependent.