Security and data quality may very well be things that everyone is responsible for. However, the DBA isn't the one that decides *HOW* those things get implemented. Management does.
My answer to your question stands: my most challenging problem is performance, followed by recovery.
Although, in retrospect, perhaps my most challenging problem is convincing others that I deserve a seat at the same table where they sit.