Answer
If the Fed starts printing large quantities of U.S. dollars, the number of Japanese yen a dollar could buy would decrease.
Work Step by Step
The U.S. money supply would increase while Japan's money supply would stay the same. Since there is increased supply of U.S. dollars, it would take more dollars to purchase the same quantity of yen.
