Rooney was sacked by Birmingham midway through this season, with the team eventually getting relegated.
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Per the BBC, Rooney is one of the contenders to take over from Ian Foster at Plymouth.
Director of football Neil Dewsnip knows Rooney from his time as a coach at Everton's academy.
The former forward also managed in the United States, taking charge of DC United.