Abstract: Economic theories postulate that the nature of relationship between the Nominal Exchange Rate and Prices (domestic and foreign) are linearly related. We investigate this using information from Taiwan and adopted data driven methods in establishing the true nature of the relationship that exists between the Nominal Exchange Rate and the Domestic Prices and we discovered a nonlinear relationship and a 0.25% foreign price pass-through effect on the Nominal Exchange Rate of Taiwan.