Thorough knowledge of WordPress. If you never cared to browse WordPress Core source files, you are not fit for this job.
Experience in developing/modifying WordPress themes and plugins at source code level.
Ability to Convert PSD Design to Wordpress Theme.
It will be an added advantage if you have worked on BuddyPress and/or WooCommerce.