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Let's say a competitor shows up who manufactures cigarettes at $1.

At a lower tax rate of $1 his cigarette is $3 vs $5.

But at a higher tax rate of $3, it is a $5 vs $7 customer price.

In absolute terms the price difference is the same. However, consumers think in terms of percentages for cheaper items.