Yes, it is true that an inaccurate assumption often made in statistics is that variable relationships are linear.
The relationship between two variables could be either direct or indirect. This means the proportion of change by changing one variable may either be equal or more/less.
Therefore, it is explained through correlation and regression methodology that determines interconnection and intensity of connection between variables.
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