In-depth knowledge of core PHP, MySQL, JavaScript and CSS.
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.