Can my rank ever change?

Yes, there are two ways your rank may change. If the examination is open continuous, new names will be added to the list each time the tests are administered. If another applicant scores higher than you, your rank will be lowered. It is also possible for you to advance higher on the eligible list as others are hired or removed for other reasons such as finding other jobs.