Absolutely not. All your purchased questions will remain in your EU Training Dashboard with no expiration whatsoever. You can start a new test as long as you have questions left in your balance (see the MY QUESTIONS block on your Dashboard), or you can Redo/Review your old tests under the Practice Activity block.
Start practicing! You can purchase EPSO-styel practice test questions here.