During the pre-execute, data is gathered and cached on a number of components. If you are using some lookups in full cache mode, for instance, the cache is built during this phase. Also, queries for data sources are run and wait for results to return before execution begins.

So, it could be that you have a query that takes awhile to return data or have a very large cache.